{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 45: Nested Clustered Optimization (NCO) Portfolio Optimization with Constraints\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05 00:00:00+00:00</th>\n",
       "      <td>-2.0256%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4035%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9482%</td>\n",
       "      <td>-1.1954%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9759%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06 00:00:00+00:00</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5866%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5548%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3108%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9034%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07 00:00:00+00:00</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9770%</td>\n",
       "      <td>-1.2206%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6058%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0410%</td>\n",
       "      <td>-3.1557%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2700%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0020%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08 00:00:00+00:00</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1098%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5706%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7642%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11 00:00:00+00:00</th>\n",
       "      <td>-4.3384%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5288%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6436%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9869%</td>\n",
       "      <td>-0.1450%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4608%</td>\n",
       "      <td>0.5800%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                APA       BA      BAX      BMY    CMCSA  \\\n",
       "Date                                                                      \n",
       "2016-01-05 00:00:00+00:00  -2.0256%  0.4057%  0.4035%  1.9693%  0.0180%   \n",
       "2016-01-06 00:00:00+00:00 -11.4863% -1.5879%  0.2412% -1.7557% -0.7727%   \n",
       "2016-01-07 00:00:00+00:00  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047%   \n",
       "2016-01-08 00:00:00+00:00   0.2736% -2.2705% -1.6037% -2.5425%  0.1098%   \n",
       "2016-01-11 00:00:00+00:00  -4.3384%  0.1692% -1.6851% -1.0215%  0.0915%   \n",
       "\n",
       "                               CNP      CPB       DE      HPQ      JCI  ...  \\\n",
       "Date                                                                    ...   \n",
       "2016-01-05 00:00:00+00:00  0.9305%  0.3678%  0.5783%  0.9482% -1.1954%  ...   \n",
       "2016-01-06 00:00:00+00:00 -1.2473% -0.1736% -1.1239% -3.5866% -0.9551%  ...   \n",
       "2016-01-07 00:00:00+00:00 -1.9770% -1.2206% -0.8855% -4.6058% -2.5394%  ...   \n",
       "2016-01-08 00:00:00+00:00 -0.2241%  0.5706% -1.6402% -1.7642% -0.1649%  ...   \n",
       "2016-01-11 00:00:00+00:00 -1.1791%  0.5674%  0.5288%  0.6616%  0.0330%  ...   \n",
       "\n",
       "                                NI     PCAR      PSA      SEE        T  \\\n",
       "Date                                                                     \n",
       "2016-01-05 00:00:00+00:00  1.5881%  0.0212%  2.8236%  0.9759%  0.6987%   \n",
       "2016-01-06 00:00:00+00:00  0.5548%  0.0212%  0.1592% -1.5647%  0.3108%   \n",
       "2016-01-07 00:00:00+00:00 -2.2066% -3.0309% -1.0410% -3.1557% -1.6148%   \n",
       "2016-01-08 00:00:00+00:00 -0.1539% -1.1366% -0.7308% -0.1448%  0.0895%   \n",
       "2016-01-11 00:00:00+00:00  1.6436%  0.0000%  0.9869% -0.1450%  1.2224%   \n",
       "\n",
       "                               TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                    \n",
       "2016-01-05 00:00:00+00:00  1.7539% -0.1730%  0.2410%  1.3734% -1.0857%  \n",
       "2016-01-06 00:00:00+00:00 -1.0155% -0.7653% -3.0048% -0.9034% -2.9145%  \n",
       "2016-01-07 00:00:00+00:00 -0.2700% -2.2845% -2.0570% -0.5492% -3.0020%  \n",
       "2016-01-08 00:00:00+00:00 -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 00:00:00+00:00  1.4570%  0.5367% -0.4608%  0.5800% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x1100 with 7 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Plotting Assets Clusters\n",
    "\n",
    "ax = rp.plot_clusters(returns=Y,\n",
    "                      codependence='pearson',\n",
    "                      linkage='ward',\n",
    "                      k=None,\n",
    "                      max_k=10,\n",
    "                      leaf_order=True,\n",
    "                      dendrogram=True,\n",
    "                      #linecolor='tab:purple',\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The graph above suggest that optimal number of clusters are four.\n",
    "\n",
    "## 2. Estimating NCO Portfolio\n",
    "\n",
    "This is the original model proposed by López de Prado (2019). Riskfolio-Lib expand this model to 13 risk measures and for objective functions: \"Minimize Risk\", \"Maximize Utility Function\", \"Maximize Return/Risk Ratio\" and \"Equal Risk Contribution\".\n",
    "\n",
    "### 2.1 Calculating the NCO portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>1.1729%</td>\n",
       "      <td>5.1827%</td>\n",
       "      <td>2.8237%</td>\n",
       "      <td>5.0010%</td>\n",
       "      <td>10.9746%</td>\n",
       "      <td>3.7074%</td>\n",
       "      <td>0.7664%</td>\n",
       "      <td>0.3470%</td>\n",
       "      <td>2.4531%</td>\n",
       "      <td>...</td>\n",
       "      <td>7.0044%</td>\n",
       "      <td>0.1994%</td>\n",
       "      <td>12.0258%</td>\n",
       "      <td>2.2921%</td>\n",
       "      <td>4.8851%</td>\n",
       "      <td>3.0259%</td>\n",
       "      <td>1.1105%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>8.6247%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA      CNP     CPB      DE  \\\n",
       "weights 0.0000% 1.1729% 5.1827% 2.8237% 5.0010% 10.9746% 3.7074% 0.7664%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR      PSA     SEE       T     TGT  \\\n",
       "weights 0.3470% 2.4531%  ... 7.0044% 0.1994% 12.0258% 2.2921% 4.8851% 3.0259%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 1.1105% 0.0000% 8.6247% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Building the portfolio object\n",
    "port = rp.HCPortfolio(returns=Y)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model='NCO' # Could be HRP, HERC or NCO\n",
    "codependence = 'pearson' # Correlation matrix used to group assets in clusters\n",
    "method_cov = 'hist' # Covariance estimation technique\n",
    "obj = \"MinRisk\" # Posible values are \"MinRisk\", \"Utility\", \"Sharpe\" and \"ERC\"\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "rf = 0 # Risk free rate\n",
    "l = 2 # Risk aversion factor, only usefull with \"Utility\" objective\n",
    "linkage = 'ward' # Linkage method used to build clusters\n",
    "max_k = 10 # Max number of clusters used in two difference gap statistic\n",
    "leaf_order = True # Consider optimal order of leafs in dendrogram\n",
    "\n",
    "w = port.optimization(model=model,\n",
    "                      codependence=codependence,\n",
    "                      method_cov=method_cov,\n",
    "                      obj=obj,\n",
    "                      rm=rm,\n",
    "                      rf=rf,\n",
    "                      l=l,\n",
    "                      linkage=linkage,\n",
    "                      max_k=max_k,\n",
    "                      leaf_order=leaf_order)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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fDnt7e7i7u+P48eNYunTpV5+nrq6OyZMnIy0t7ZczXL16FY6OjnB0dATw4VR/R0dHjB8/Pmubffv2wdHREd7e3gCADh06wNHREX///XfWNtHR0Xj58mXW13Xq1MGWLVuwevVqODg4YM2aNdi6dSucnJw+Ob4gCOjTpw/mzp2btTqAtrY21qxZg0mTJqFnz55YtGgRTwElIhKBrq4utLW1WeyJiIhIpUmEj7Pc/eqOJBLk0K7ov/D7SkSUu2xsbODn54egoCCxoxARERH9lFwdsSciIsrvzM3NOWJPREREKo3FnoiICjUzMzMWeyIiIlJpLPZERFSosdgTERGRqmOxJyKiQs3MzAyvXr0SOwYRERHRT2OxJyKiQo0j9kRERKTq1HJqRzY2NpBIJDm1O/oPGxsbsSMQERVoZmZmSExMRGZmJtTV1cWOQ0RERPTDcqzYR0VF5dSuiIiI8oyZmRkAID4+HkWLFhU5DREREdGP46n4RERUqJmbmwMAT8cnIiIilcViT0REhdrHEXsWeyIiIlJVLPZERFSosdgTERGRqmOxJyKiQk1PTw+ampos9kRERKSyWOyJiKhQk0gkXMueiIiIVBqLPRERFXpcy56IiIhUGYs9EREVeiz2REREpMpY7ImIqNAzNzdnsSciIiKVxWJPRESFHkfsiYiISJWx2BMRUaHHYk9ERESqjMWeiIgKPTMzMyQkJEChUIgdhYiIiOiHsdgTEVGhZ2ZmBkEQ8Pr1a7GjEBEREf0wFnsiIir0zMzMAIBr2RMREZFKYrEnIqJC72Ox53X2REREpIpY7ImIqNAzNzcHwGJPREREqonFnoiICj0DAwOoq6uz2BMREZFKYrEnIqJCTyKRcMk7IiIiUlks9kREROBa9kRERKS6WOyJiIjw4Tr7hIQEsWMQERER/TCJIAiC2CGIiIjEdvXqVUilUlSrVu2n9yGXy5GSkvLZLTU1FUqlEhKJ5IdvUqkU2tra0NfXh56eHnR1daGurp6Dr5yIiIhUHYs9ERERgKSkJMTFxSE+Ph6vX7/G69evP/n769evkfT+PVKSk5CSnIyUlOQPxT01BSkpaUhJS0NmpjxPsmpqqENPVwd6urrQ09OFnp4+9PQNoGdgCD09vU9uZmZmsLCw+ORmYGAAiUSSJ1mJiIgo97HYExFRgZaamoonT57g8ePHiIqKwsuXLxEbG/vh9vI5YmNiEBsXj5TUtM+eq6UuhameGopoS1BES4C+uhI66oCOuuQ/N3z3T111CbTUAKlEAgGAIAj/+RPZ+lMpAKmZApIygKQM4T+3L/z94zaZUiRlSpCUCbxLExCXlIlMxae/6rU0NWBhZgoLS0tYWBb78Of/lP+iRYvC2toaWlpauf5vRERERL+GxZ6IiFRaWloaoqOjERUVlVXeo6Ki8PjRA0RFRSE27nXWtjKpBJYG6rDQlcBCRwkLXXz4u64EFnpSmOtKYKoj+VDkdT6Ud1UnCAIS04DYZCVikgTEJgmITVb+508BsclAbKoUsckCYt7JkSFXZj1XIpGguKU5SpYqjZKly6BUqVIoWbJk1s3MzIwj/0RERPkAiz0REeV7mZmZePDgAe7cuYO7d+/i4cOHiIp8iMePI/EyNj5rO6lEAitjddgaAnaGAmwNpbA1ksDWSAo7YymK6UugJmUR/RpBEPA2HYhNUuJlkoDHb5SIfKPEozdKRL6VIjJRQNz7zKzt9XS1UdLWFiVLl0XJUqWyin/p0qVhZ2cHmUwm4qshIiIqPFjsiYgo31AoFIiMjMTdu3ezSvydmzdw/+GjrOvXLQzUUdZEAlsDAXb/Ke0fbyUMJFCXsbjnpvfpAiL/U/g/3h4lApFvpYhKyMg67V9bSxP2lSqichVHODg4oHLlynBwcICpqam4L4CIiKgAYrEnIqI8JwgCoqOjswr8nTt3cPd2GO6F30daegYAwFhHDfbmUtibCrA3l6GSmRSVzKUw1eFKrfmVQing+XsB9+OVuP1KgduvlLgVJ8XdV5lIz/xwir+luSkcqlRFZYcqWYW/QoUKvJafiIjoF7DYExFRrnv9+jUuX76MS5cu4dLFUFy+dBEJie8AAHqaMthbyFCpiAB7cykqmclgby6FpZ6E128XEHKlgIcJStyOVeJWrAK3Xgm4HS/F49fpAACZTIqypUrCwbE6HB0d4ezsjBo1akBHR0fk5ERERKqBxZ6IiHJURkYGwsLCPpT4S5dw6cI5PHz8BABQRFcNtYpJ4FRMihrFpLA3l8HakAW+sHqfLuDOKwVuxX4Y4b8VJ8H1lwokpyugpiZDlcr2cHapB2dnZzg7O8PW1pb/rRAREX0Biz0REf00QRAQGRn5/yU+9DxuhN1CRmYmNNSkqFpUDU5FAafiMjiVkKGUMUs8fZtcKeDOKyVCnyoQ+kyB0BcSPIz/cHmGpbkpaju7wLlOHdSpUwfVq1eHtra2yImJiIjEx2JPRETZJggCHjx4gBMnTuB4SAhOnzqBuNdvAAClTDXgVFT5ocQXl6GqpQyaaizx9OvikpW4+Ow/Rf85cPm5AikZH0b1Has4ZI3qN2jQAEWLFhU7LhERUZ5jsSciom96/vw5jh8//qHMBx/FsxcxkEklcLJSRyNrwNlKhlrFZZzUjvKMXCngdqzyQ9H/z6j+o/+M6lcoVwZu7p5wc3NDw4YNYWRkJG5YIiKiPMBiT0REn0hISMDJkyf/U+SP4P6DSABAlaIacLMB3ErKUM9aDfqaHI2n/CM2SYmTUQocj5TjRLQEka8zIJVKUa3qhxH9hg0bwtvbG5qammJHJSIiynEs9kREhVxKSgrOnDnzYVQ+5Bhu3LwNQRBQ2lQDbjYC3OzU0NBWBjNdjsiT6ohKVOJ4pBzHHyuw9W4mlAKgraODhg0awsvLE56enihbtiznfCAiogKBxZ6IqBCKiYnBgQMHsHfPboSEhCAtPQNFDdU/jMjbydDITg3WhizypPqevVPCam4S6rm3hl1Ze4RdPoXwsEvIzMyAtbUNPD094OnpCXd3dxgYGIgdl4iI6Kew2BMRFQKCICA8PBx79+7Fvj27cOnKNUgAuNioo2UZCZqWUUN5UylHL6nAWROWge5707Bo63kUsy4FAEhLTcbdG6EIu3QKNy+dwrMnD6GhoQE3t8Zo08YHLVq0gJmZmcjJiYiIso/FnoiogJLL5bhw4UJWmX8YGQVdTRk8S0rRoqwM3mXVOOEdFXidd6Viz0MZNpyI+uo2r15G4/KZo7h0+hDuhV2ERCJBvXr10aaND1q1agUrK6u8C0xERPQTWOyJiAqQpKQkHDt2DHv37sXB/Xvx+s1bFDVUR/NSQMvyamhkpwYtLkFHhYQgCDCbmYQiJR0xbcWhbD0nMSEOV84exaVTB3Hr2jnIMzNRs2YttGnjAx8fH5QpUyaXUxMREf04FnsiIhWXnJyMvXv3YvOmjQgODkZ6RibsLTXQsgzQopw6ahSTQspT7KkQuhWrQJW/k9FtwHi07Nz/h5+fnPQO186H4NLpg7hx8STSUlNQqZJ9Vsl3cHDg5StERJQvsNgTEamgzMxMBAcHY+OGDdizZzdSUtNQx1oD7SpI0KKcOkoa8xR7otkX0jEqJB1rjkRAz8Dol/aVnpaCsEuncfHUQVw9fwzJ79/Bzq4kfHxaw8fHB87Oziz5REQkGhZ7IiIVIQgCLl68iI0bN2Lr5o2IT0hERQsNdK4kQUd7ddixzBN9wmNDCi7F62PNkfAc3W9mZgbuXr+Ai6cO4crZI3jz+hVKliyFbt26omvXrrC1tc3R4xEREX0Piz0RUT4XHh6OjRs3YtOGdXj85CmKG6mjU0UJOlVWRxULzmRP9CXpcgGG096jklNjjJ29IdeOo1AoEH7zIk4d2o7QE/uRmpqMBg0awt+/G9q2bQs9Pb1cOzYREdFHLPZERPnQ8+fPsWXLFmxcvxY3bt6GkY4a2paToLODOurbyHjNPNF3nHwsR6N1KRg2eRnqNm6ZJ8dMS03GxVOHcOrQVty+dh7aOjpo26YN/P390aBBA0ilPKuGiIhyB4s9EVE+kZ6ejt27d2PF8mU4ceo0NNQkaF5Ghk72amhaRg2anM2eKNv+OJ6GWaGZ2HjqKdTU1PL8+K9ePsXpIztw+vA2vHj6GNbWNlmn6pcuXTrP8xARUcHGYk9EJLJHjx5h+fLlWL3yH8S9foP6thrwd5DCp4I6DLVY5ol+RrVlyXiGoli2+6qoOQRBQMStKzh1eBsuHN+L5KT3cHGpC3//bmjXrh0MDQ1FzUdERAUDiz0RkQgyMzOxb98+LFu6BMHHT8BIRw3dKkvxW3V1VDCTiR2PSKUlpAownfEeDb07YODYeWLHyZKelorLZ47g1OFtCLt0CpqamvDx8UHv3r3RoEEDzpdBREQ/jcWeiCgPPXnyBP/88w9W/rMMMa/i4Wytgb7VpGhXUR3a6nxTT5QTdtzLRLvtqZj2z0GUta8udpwvev3qJU4f3YFTB7fi2ZOHqFTJHoMHD0Lnzp2ho6MjdjwiIlIxLPZERLlMLpfj0KFDWPb3Uhw+chR6mlJ0sZfitxoacLDg6DxRTvttfyrW3QE2nX4qdpTvEgQBd66dx8HtK3Dl7FEYGhmhd69e6N+/P5fNIyKibGOxJyLKJc+fP8eKFSuwYvnfePYiBjVKaOA3Ryk62KtDT4Oj80S5xXpuEqRm5TB3w0mxo/yQ2BdPcGTnGhzfvwkpye/RrFlzDB48CK6urjxNn4iIvonFnogoh129ehVzZs/Gtu3boKUmQadKUvxWXQPVi3F0nii3Rb5RotSCJPh0Gwy/voFix/kpaanJOHN0Fw5vX4knkRGoWLESBg0aCD8/P+jq6oodj4iI8iEWeyKiHKBUKrF//37MmTUTZ86dh52JOgbXlKK7owYMNDnSRpRXll3NQL+DaVi25zpMLYqJHeeXCIKAO9fP49D2lbhy9ij0DQzQq2dPBAQEwM7OTux4RESUj7DYExH9guTkZKxduxZzZ8/Ew8go1LHWwDAnGVqVV4NMykJPlNfabEvBsWhNrAt5JHaUHPXqZXTWafpJ79+iWbPmGDRoINzc3HiaPlE+Z2triydPnogdo8CwsbFBVFSU2DHyHRZ7IqKfEB8fj4ULF2LunFlISkpBu0oaGFpbDbVLqIkdjajQUigFmMx4jxIVnTFlyW6x4+SK9LSUD6fp71iJqIfhqFzZAWPHjkGbNm0gk/FyH6L8SCKRgJUr5/D7+WVSsQMQEamSx48fY+DAgbC2tsKsGdNQoYQhpFIJJruqs9QTiez6SyXepQMubi3FjpJrNLV04N7SD7PXncDERTsg0zFB+/btUbFiJaxbtw6ZmZliRyQiIhGw2BMRZUNYWBg6deqIMmXKYPP61fi9XQ1Eb+yHA5PbQSaVot+BNLEjEhV6wZFyyKSAq7ev2FFynUQiQeXqdTF+3hZMX3EIhuY26NatG8qWLYfly5cjPT1d7IhERJSHWOyJiL7h+vXraNG8ORwdHRF66ijm9W2E6A19Mb5LXRQx0IaZkQ56NnHA2acC3qQqxY5LVKgdfaSAgZEptLR0xI6Sp8pUqobAmeswe91xFC9VGX379kXJkqWwYMECpKSkiB2PiIjyAIs9EdEX3Lx5E61btUL16tURERaKdaOa4cHq3hjQqjp0tNQ/2XaoT03IFUoMPMxReyKxJGcIuPBUjnJVnMSOIhq7MpUwfMpyzN90BmUcnDFs2DDY2tph5syZeP/+vdjxiIgoF7HYExH9l9u3b6NtmzaoWrUqbl89h7WjvHFvRU90cbeHmuzLPzLLlDBBS5ey2BWhhFzJUXsiMZyNVkCuBBp5dxA7iuhK2JbB4D8XYeGW86haxwN/jBkDGxtbTJ48GYmJiWLHIyIA/v7+kEgkkEgkUFdXR8mSJTFixAgkJydnbbNz5044OTnB0NAQ+vr6qFSpEoYPH/7F/Xl4eEAmk+HixYvfPXZaWhr8/f1RuXJlqKmpoVWrVp9ts2vXLri7u8PMzAwGBgZwdnbG0aNHv7vv6OhoNG/eHLq6ujA1NcWgQYOQkZGR9XhUVBTq168PPT09NGjQ4LPVAry9vbFz587vHoc+x2JPRATg3r17aO/rCwcHB1wPPYVVw5sifEUPdHWv/NVC/99G+TohNVOJ8SczvrstEeW84EdyaKhJUc3ZTewo+YZlCVv0+30Wlmy/COfGrTElaCqsbWwwZswYxMXFiR2PqNDz8vLCy5cvERkZiSlTpmDJkiUYMWIEACAkJAQdOnRA27ZtcfnyZVy7dg1BQUGflOSPoqOjERoaigEDBmDlypXfPa5CoYC2tjYGDRqExo0bf3GbM2fOwN3dHYcOHcK1a9fg6uqK5s2b48aNG9/cr7e3N5KTk3Hu3Dls2bIFO3fu/OTDiOHDh6N48eK4ceMGLC0ts14vAGzZsgUymQxt2rT57mugz3G5OyIq1CIiIjBp0kRs2bIV1hZGGNuxNrp52ENd7ceXjXIetB4RUS/xZpReLiQlom+puCQZbzStsGT790erCqs3r19h/+a/cXTXWkgkAgYPHozRo0fD0NBQ7GhEBdqXlmfz9/dHYmIi9uzZk3Vf7969ceDAAbx8+RJDhgzBzZs3cfLkye/uf+LEiYiIiMCff/6JWrVq4eXLl9DV1c1Wti/l+JpKlSqhffv2GD9+/BcfP3z4MJo1a4anT5+iWLFiAD6UdX9/f7x69QoGBgaoWLEi5syZAy8vLxw+fBgjRozA3bt3kZiYiBo1auDEiROwtrb+Zg4ud/dlHLEnokLp33//hZ9fZ1SqVAnnThzB0kEe+HdVL/RqWuWnSj0A/N7BCYmpSvxzjbNRE+WlmCQlwuMUqFrLVewo+ZpxEXN0HTAef+++gibtemPO3HkoWbIU5s+f/8VRQCLKW9ra2llLVlpaWuLu3bu4c+fON58jCAJWr14NPz8/lC9fHmXLlsW2bdtyPJtSqcT79+9hYmLy1W1CQ0Nhb2+fVeoBwNPTE+np6bh27RoAoEqVKggJCYFSqcSxY8fg4OAAABgxYgQGDBjw3VJPX8dFl4moUHn69CnGjx+HdevWw9JEDwsDGqOnlwM0NX79x2Hz2mVQsqgRJp55h97VNXMgLRFlR0ikHADg6dNV5CSqQd/QBJ37BsLLxx9bV87CsGHDMH/+AkydGgRfX19IpYVz3CcuLg7Hjx8XOwYVABoaGvD29oamZvbfC1y+fBmbNm2Cm9uHy4kGDhyIs2fPonLlyrCxsUHt2rXh4eGBzp07f7LfkJAQpKSkwNPTEwDg5+eHlStXonv37jn6mmbPno3k5GT4+n59OdGYmBhYWFh8cp+xsTE0NDQQExMDAJg1axZ+++032NrawsHBAcuWLcOZM2dw8+ZNzJgxA76+vrh69So8PDywYMECaGho5OjrKMhY7ImoUHj//j2mTZuGOXNmw0BbHXP7NkIf76rQyoFC/5FUKsHo9rXx27wjOB4ph1tJ/oglygshkQpoa2nCplQFsaOolCLmRdE/cDaad+iDDUuC0LFjR8ycOQszZ85Ao0aNxI6Xp1JSUuDq6oq7d++KHYUKAKlUilOnTqFevXrf3O7AgQPQ09ODXC5HZmYmWrZsiYULFwIAdHV1cfDgQTx69AgnT57ExYsXMXz4cMyfPx+hoaHQ0fmwrOfKlSvRvn17qKl9eM/RsWNHjBw5Evfv30e5cuVy5PVs3rwZEyZMwN69e2Fubv7NbSUSyWf3CYKQdX/x4sVx4MCBrMfS09Ph6emJdevWYcqUKdDX18f9+/fh5eWFZcuWYeDAgTnyGgoDvuskogJNLpdj5cqVGD9uLN69e4thPjUwun1tGOjmzoh6l8aVELjyFAYfScOd/rzWnii3CYKAww/lKGbrIHYUlWVlVw6BM9fhXthFrF88CW5ubvDyaoIZM6ajcuXKYsfLEwMHDsTjx49x48YNlClTRuw4pOKkUim0tbW/u52rqyuWLl0KdXV1FCtWDOrq6p9tU6pUKZQqVQq9evXCmDFjULZsWWzduhXdu3dHQkIC9uzZg8zMTCxdujTrOQqFAqtWrcL06dN/+bVs3boVPXv2xPbt27860d5HlpaWuHTp0if3vXnzBpmZmZ+N5H8UFBQEDw8PVKtWDb169cKUKVOgrq4OHx8fnDhxgsX+B7DYE1GBJAgCjhw5ghHDh+FeeAS6NLZHUHdfWJkb5OpxtTXVMcSnJiasP4eIOAXKm/3c9fpElD3h8Uq8ShbQuEETsaOovIpVa2Pq8oMIPXkAm/6eiipVqqBbt26YNGkSrKysxI6XazZs2IBVq1Zh9erVqFq1qthxqBDR1dVF6dKls729ra0tdHR0spbE27hxI0qUKPHZxHfHjx/HX3/9haCgoKyR/J+xefNm9OjRA5s3b4a3t/d3t3d2dkZQUBBevnyJokWLAgCOHTsGTU1NVK9e/bPtw8PDsXnz5qyZ9hUKRdYcA5mZmVAoFD+dvTAqnBdREVGBduvWLXi4N0bTpk1hppGKq4v9sW50s1wv9R/1a+4IdZkU/Q6m5cnxiAqz4EdySCWAR6suYkcpECQSCeo0ao55m86g17Ag7Nl7AGXLlsXo0aORmJgodrwcd//+ffTt2xddu3aFv7+/2HGIskyYMAGjRo3CqVOnss4m6dGjBzIzM+Hu7g7gw2n4bdu2hb29/Se3Hj16IDExEQcPHvzq/u/du4ewsDAkJCTg7du3CAsLQ1hYWNbjmzdvRteuXTF79mzUrl0bMTExiImJwdu3b7O22b17N8qXL5/1tYeHBypWrIguXbrgxo0bOH78OEaMGIHevXvDwODT92CCIKBPnz6YO3cu9PQ+nOHo4uKCf/75B+Hh4Vi3bh1cXFxy4ltZaLDYE1GB8eLFC/Tq2RNVq1ZF9L+3sGeiD07O7IDqZS3zNIepoQ56NamC888EvE5R5umxiQqbY5EK6OkbwMCoiNhRChQ1NXU0adsDi7dfRItO/bFg4SLYlSyJOXPmID29YKz8kZqaCl9fX1hZWWHx4sVixyH6RIMGDRAZGYmuXbuifPnyaNKkCWJiYnDs2DGUK1cO165dw82bN7+45ru+vj48PDy+uaZ906ZN4ejoiP379+PUqVNwdHSEo6Nj1uPLli2DXC5HQEAAihYtmnUbPHhw1jZv377F/fv3s76WyWQ4ePAgtLS04OLiAl9fX7Rq1QqzZs367PjLly+HhYUFmjVrlnXfhAkTkJaWBicnJ5QuXRoBAQE//H0rzLiOPRGpvOTkZMyaNQszZkyHtroUf/o5o28zx59eti4nPHrxBmX8l6FjJTVsbKMjWg6igixTIcBw2nuUrdYQf87fInacAi0hPhbbVs7G8f0bYW1tg0WLFqJp06Zix/ol/fr1w5o1a3D58uVCM5cAiYPrrucsfj+/jCP2RKSyBEHAxo0bUbZMaUwNmoKAZg54uKY3BraqIWqpB4BSxYzh41IOu+4rkSHnqD1Rbrj4TIFUOVDf00fsKAWeiakF+o6egbkbTsLArAS8vb3RqlVrPHnyROxoP2Xbtm34+++/sWDBApZ6IioQWOyJSCVFRESgsVsj+Pn5oU4ZI0Ss7IUZvV1hpKcldrQsI32dkJapxPhTGWJHISqQgiPlUJNK4NK4ldhRCo0StmUxft5WDJv8N85duIgKFSpg2rRpyMhQnZ9zDx8+RK9evdChQwf06tVL7DhERDmCp+ITkUpJTU1FUFAQZsyYDmtzQywKcINXzZJix/oqlyEbcPfRCySO5tJ3RDnNaUUyHmWY4599N8SOUiilJidhy8qZOLRtBUqXLoOlS5fA1dVV7FjflJ6ejjp16uDdu3e4du3aZxN6EeUGnjqes/j9/DKO2BORyjh06BAqVayAmTOmI7C9E24v88/XpR4ARvs64W2aEsuuFozJpojyi7dpAq6+UKBStTpiRym0tHX10H3QRMxcEwyplgEaNWqETp064eXLl2JH+6qRI0fizp072LZtG0s9ERUoLPZElO89ffoUbXx84O3tjVImUtxe3gMTu9WDtqa62NG+q1nt0ihdzBiTzmSKHYWoQDkZJYdSANxb+okdpdCzLV0Rk5fswYCx83D4SDDKliuH+fPnQy6Xix3tE7t27cLChQsxZ86cT2b/JiIqCFjsiSjfyszMxOzZs1GhQnmEnj2OLWNa4tg0X5QtYSJ2tGyTSiUY1d4JL94rcfQhyz1RTgl+JIemuhoqOTqLHYUASKVSNPLugAVbzsHF3QdDhw5F9eo1EBoaKnY0AMDjx4/Ro0cPtG3bFv379xc7DhFRjuM19kSUL50/fx79+v6Gu/fuYUCLapjkXw+GuvlnYrwfkZYhR4mOi2GhkY67AbzWnignlFqQhAzD0liw+YzYUegLHty7gX9m/Y6H4TfRvXt3zJgxA6ampqJkycjIQL169RAXF4fr16/DyMhIlBxUeNna2qrsChL5kY2NDaKiosSOke9wxJ6I8pXXr1+jV8+eqFu3LrTlibiyqBvmB7irbKkHAC0NNQzxqYGI1wLuvspfp6YSqaLot0pEvlGiWh03saPQV5Sp6Ii//jmEPiOnYfuOXShbrhxWrFghyoRXgYGBuHHjBrZu3cpST6KIioqCIAi85dCNpf7LWOyJKN/Yu3cvKlWsgJ3bN2PpIE9cmNcZ1cpYih0rR/RrXg0aalL0P5gmdhQilRf8SA4JgCY+/mJHoW+QyWTw8vHHgi3nUMXJDb1794aXVxM8e/YszzLs378fc+bMwYwZM1CzZs08Oy4RUV5jsSci0SUkJMDPrzNatWqFWqWMcO+fnujb3BEyWcH5EVXEQBu9mlbBhedAfIpS7DhEKu1YpBw6OtqwKG4jdhTKBiMTMwwavxBj52zEtRs3UcneHmvWrMn10fvo6Gh069YNLVq0wODBg3P1WEREYis475qJSCUdOHAAlSpWwMF9u7FuVDPsneiDokUK5nXoQ9vUgkKpxIBDHLUn+llKQcCxRwpYlbYXOwr9oGrObpi74RSq1fFA9+7d0bx5i1xbGi8zMxMdO3aEvr4+Vq9eDYlEkivHISLKL3K92Nva2kIikfD2kzdbW9vc/iciEkViYiL8/buhefPmqGZrgDvLe6CLu32BfvNVsqgR2tQth73/KpEh56g90c+4GaNEYpoAZ9dmYkehn6BnYIRB4xfi9+lrcOHiJVSsVAmbNm3K8dH7cePG4fLly9iyZQtMTFRnJRUiop+V68X+yZMnok+woMo3zqBJBdGhQ4dQqWIF7N6xDatHNMWByW1Q3FRf7Fh5YlT72kjLVGLMiQyxoxCppOBIOWQSwK1ZR7Gj0C+oVd8L8zaehn2NBujcuTN8fNrg1atXObLvw4cPY/r06Zg6dSqcnbkcIhEVDrm+3J1EIsn1a6gKMn7/qCB5+/Ythg0dilWrV8OrZin8M9QTJcwMxI6V5+oN3YBbD1/gzUgdSKW8IoroR7itS8G1NwZYffie2FEoh1w4sR//zPodalIJli5dgnbt2v30vp4/f46qVauiZs2aOHDgAH/GElGhwZ92RJQnjh07BvtKFbF922asGNYEh4LaFspSDwCj29fGuzQl/r6WKXYUIpWSming7BM5ytpzdvOCpE6j5pi74RTKVHaCr68v2nfogPj4+B/ej1wuR6dOnaChoYF169ax1BNRocKfeESUq96/f48+vXvD09MT5S00cWd5d/RsUqVAX0v/PU1rlULZEiaYcpbFnuhHnH+qQKYSaNjUV+wolMOMTMwwcuoKDJ24FIcPH0XFipWwZ8+eH9rHxIkTce7cOWzevBmmpqa5E5SIKJ9isSeiXHP9+nVUr+aITRvXY9kQLxyb5gtrc0OxY4lOKpVglK8TXr5X4vADlnui7Ap+JIe6TAKnBk3EjkK5QCKRoJ5Ha8zdeBq25aqidevW6NKlC968efPd54aEhCAoKAiTJk1C/fr18yAtEVH+Ikqx9/f3h0QiQd++fT97rH///pBIJPD39//k/qdPn6Jnz54oVqwYNDQ0YGNjg8GDB+P169ffPNbLly/RqVMnlCtXDlKpFEOGDPnidjt37kTFihWhqamJihUrYvfu3dl+PQ8fPoS+vj6MjIw+uf/GjRtwdHSEnp4eWrRo8ckvJrlcjmrVquHKlSvZPg6RqhAEAfPmzUPt2k7Ql6bgxpJu6ONdtVCP0v8vP7dKMDXQxrBj6WJHIVIZhx8pYGxhxVOsCzgTUwv8PmMtBo5bgN1796FKlaq4cOHCV7ePiYmBn58fGjdujMDAwDxMSkSUf4j2m9HKygpbtmxBampq1n1paWnYvHkzrK2tP9k2MjISNWrUwL///ovNmzfj4cOH+Pvvv3H8+HE4OzsjISHhq8dJT0+HmZkZxowZgypVqnxxm9DQULRv3x5dunTBzZs30aVLF/j6+uLSpUvffR0f10mtV6/eZ4/16tULjRo1wvXr15GYmIipU6dmPTZr1izUrVsXNWvyOkEqWOLi4tC8WTMMHToUA1o44sLczihTgksN/S9NDTUMbVMT/74WcOeVXOw4RPleXLISt2MVcKjB0djCQCKRwLWpL2avPQ5dYwvUr18fU6dOhUKh+GQ7hUKBzp07QyKRYP369fzQh4gKLdF++lWrVg3W1tbYtWtX1n27du2ClZUVHB0dP9k2ICAAGhoaOHbsGBo0aABra2s0adIEISEheP78OcaMGfPV49ja2mL+/Pno2rUrDA2/fArwvHnz4O7ujsDAQJQvXx6BgYFwc3PDvHnzvvs6xo4di/Lly8PX9/Pr/cLDw9G7d2+ULVsWHTt2xL17H2bwjYyMxKpVqxAUFPTd/ROpkpMnT6KKQ2VcunAaB6e0w5y+btDUUBM7Vr7Vt5kjNNRl6HcgTewoRPneiccfCp1Hqy4iJ6G8ZF7UCpMX70brLgMxduxYeHh44uXLl1mPL1q0CCdPnsTGjRthYWEhYlIiInGJ+rFm9+7dsXr16qyvV61ahR49enyyTUJCAo4ePYr+/ftDW1v7k8csLS3RuXNnbN269ZeWhAsNDYWHh8cn93l6en7ztC8AOHHiBLZv347Fixd/8fEqVaogODgYcrkcx48fh4ODAwCgb9++mDFjBvT1C8e63VTwyeVyjBs3Dm5ubihvqY2bS/3R1KmU2LHyPRMDbfRpWgUXXwiIS1aKHYcoXwuOlENbUwOlK3z57DsquGRqauj02++YsGA7wm7fgYNDFRw+fBgAULJkSaxduxaNGjUSOSURkbhEHUrr0qULAgMDERUVBYlEgvPnz2PLli04depU1jYPHjyAIAioUKHCF/dRoUIFvHnzBnFxcTA3N/+pHDExMZ99ymthYYGYmJivPuf169fw9/fHhg0bYGDw5SW7VqxYgf79+2PWrFlwcXFBYGAg1q1bBx0dHdSsWROenp549OgROnTogClTpnwzY3R0NC5fvvzjL47ylapVq6J06dJix8hR0dHR6NSxAy5euoTJ3erh9w61IZPxVMjsGtqmJhbuvYaAQ2nY1k5H7DhE+ZIgCDj8UA4L60piRyERVa5RF7PXHsfCyYPQtGlTDB8+HH/99RfU1dXFjkZEJDpRi72pqSm8vb2xdu1aCIIAb2/vH16e5ONI/a9OyvW/zxcE4Zv77N27Nzp16vTNmVcrVaqE06dPZ339+vVrTJgwAWfOnMHAgQPh4uKCXbt2oWbNmnByckLz5s2/uq+goCAsX778B14R5Uf6+vo4ceIEatSoIXaUHLF792706O4PAy0pTs/qBBf7EmJHUjm2lkZoV7889l34FxlyJTTU+KEI0f96kKDEi/cCfNt5ih2FRGZobIo/Zm3Aga3LMX9BEM6dO49t27Z+Nj8TEVFhI/rFrz169MCAAQMA4IuntJcuXRoSiQT37t1Dq1atPns8IiICxsbGv7ReqaWl5Wej869evfrmtVonTpzAvn37MGvWLAAfPghQKpVQU1PD8uXLP7ukAACGDh2KIUOGoESJEjh16hSmTJkCXV1deHt749SpU98s9kuXLsWMGTN+8hVSfpCWloZWrVrBy8sLZ86cQcWKFcWO9NNSU1MxYvhwLFm6FD51y2HFsCYw1tcSO5bKGtnOCdtORyDweAZme/L7SPS/QiIVkIDX19MHUqkULTr2RXmHWpgztg+qOjpiw/r1aNq0qdjRiIhEI3qx9/LyQkZGBoAP17X/ryJFisDd3R1LlizB0KFDP7nOPiYmBhs3bkTXrl1/acTe2dkZwcHBGDp0aNZ9x44dQ506db76nNDQ0E9mZt27dy+mT5+OCxcuoHjx4p9tf/z4cURERGDNmjUAPszimpn5Yf3qj39+i1Qq/erkf6QaDA0NcejQITRs2BCNGzfGuXPnULJkSbFj/bDHjx+jdauWiIgIx9JBnvitGZex+1U1yhVF/cpWWBH2HDPdlZzVmeh/HHskh66eHkzMLMWOQvlI2UrVMHNNMBZOHgRvb28EBgZi0qRJUFMT/e0tEVGeE/3do0wmQ3h4OMLDwyGTyb64zaJFi5Ceng5PT0+cOXMGT58+xZEjR+Du7o7ixYt/d3b5sLAwhIWFISkpCXFxcQgLC8uaoR4ABg8ejGPHjmH69OmIiIjA9OnTERIS8sma94sWLYKbm1vW1xUqVIC9vX3WrXjx4pBKpbC3t4exsfEnx09NTUVAQACWL1+e9YbdxcUFixcvxs2bN7Fz5064uLj86LeOVJCxsTGOHTsGXV1dNG7cGC9evBA70g8JDg5GjerV8D7+OS4t6IK+zR1Z6nPI6Pa18S5NicVXv/9BH1FhIlcKCImUw7ZcVbGjUD6kb2iM32esRZeAsZgxYwYaNXJTud+tREQ5QfRiDwAGBgZfnYAOAMqUKYOrV6+iVKlSaN++PUqVKoU+ffrA1dUVoaGhMDH59hrZjo6OcHR0xLVr17Bp0yY4Ojp+crpWnTp1sGXLFqxevRoODg5Ys2YNtm7dCicnp6xt4uPj8ejRo596fZMmTUKzZs1QtWrVrPsWLFiAsLAw1K9fH82aNUObNm1+at+keiwsLBASEgK5XA53d3fEx8eLHem7BEHAjBkz4OXlhZqlTXBlYRdUKcVlhXKSV82SKFfCBFPPsdgT/bcrzxVIzgTqubcWOwrlU1KpFK39BmDS4l24F/EvqlZ1xIkTJ8SORUSUpyTCr6wTl50DSCS/tBRdYcfvX8F1//591KtXDzY2Njh+/Pg3P9wSU1JSEnp0747tO3bgj47OmNStHme9zyWrj9xCj9mHcKCjNrzLcpZnIgCYfDodk86kY8PxKGhocQ4K+rbEhDjMnxiAO9fOY968eQgICOCZZURUKPDdOZFIypUrh2PHjuHBgwdo3rw5UlNTxY70mYcPH8K5thMOHdyPHeNbIahHA5b6XNSpUUWYGelg+LE0saMQ5RtHHslhYGLOUk/ZYmRihrGzN6Gpby8MHDgQffr0yZrLiYioIOM7dCIRVa1aFYcOHcLVq1fRtm3bfPXm4/Dhw6hZozrS38bi0gI/tKlXXuxIBZ6mhhqGtamJBwnArVi52HGIRPc+XcClZwpUqFJb7CikQmRqaug+aCICxszF2rXr4ObWGHFxcWLHIiLKVSz2RCKrU6cO9uzZg5CQEHTt2vWT1RbEoFQqERQUBG9vb9StYIHLC7ugkq2ZqJkKk9+8HaGpLkP/gxy1Jzr9RA6FALi16Cx2FFJBbs06YuKinbgbfh81atTEzZs3xY5ERJRrWOyJ8gF3d3ds3rwZ27dvR9++fUWbV+H9+/do26YNxo4di3Gd62DvRB8Y6fH017xkrK+F35pVxaUXAmKTlGLHIRJVSKQCGmoyONSoJ3YUUlHlHWpi+srDUNc2QB0XF+zatUvsSEREuYLFniif8PHxwapVq7BixQqMHDkyz8v9/fv34VSrJkKCj2DvxDaY2K0epFJOOCSGIT41oVQCAYc4ak+F2+GHcpgWs81aKpboZ5haFMeUv/fCsbYb2rRpg0mTJkGp5AenRFSwqIkdgIj+X7du3fDu3TsMGjQIRkZGGDt2bJ4c98SJE/Bp3RpFjTRxZWEXlLMqkifHpS+zsTCEb4Py2H3+PtLkSmipsdRQ4fP8nRL/vlbC281V7ChUAGhq6WDY5GWwKV0Rf/75J27duo21a9dAV1dX7GhERDki198t2tjYQCKR8PaTNxsbm9z+J6J8ZuDAgZg8eTLGjRuHhQsX5vrx1q5dC09PT9QqY4qLCzqz1OcTI32dkJ6pRGBIuthRiEQREvlhAkkvH39xg1CBIZFI0NZ/CEZPW41Dhw7DxaUuoqOjxY5FRJQjcn0deyL6cYIgYNSoUZg1axbWrFmDbt265coxJkyYgEmTJqFXkypYMsgD6mqyHD8O/TzXEZtw7f4zJI7U4anIVOh03pWKPQ9l2HAiSuwoVAA9eRiOaaO7QZGRit27d6Fu3bpiRyIi+iV8p0iUD0kkEsyYMQO9e/dGjx49cnyyn4yMDHTr1hWTJk3C1B4NsHyoF0t9PjTK1wnv05RYcDlT7ChEeUoQBBx9KEdxuwpiR6ECyqZ0BUxfeRiW1mXQqFEjrFy5UuxIRES/hMWeKJ+SSCRYunQp2rVrhw4dOuDYsWM5st83b97A08MDW7dsweY/WiCwozMkEk6Slx951SyJCtZFMO08iz0VLndeKfE6VUDtht5iR6ECzMCoCMbN2wJX747o1asXAgMDRVuVhojoV7HYE+VjMpkM69evh4eHB1q3bo3z58//0v4eP36MOs61cevGFRyf0R4dXCvmUFLKDRKJBKN8nRCbpMS++yz3VHgER8ohlQDuLf3EjkIFnLq6BvqOnoHugyZi2rRp6NGjBzIz+fOWiFQPiz1RPqeuro7t27ejZs2a8Pb2RlhY2E/t5/Lly6jtVAuZSfEIne+HuvZWORuUckWnRpVgbqSDEce49B0VHkcfKaBnYAQ9AyOxo1Ah0bzjbxgyYQk2bNyIli1bITk5WexIREQ/hMWeSAVoa2tj3759KFOmDDw8PHD//v0fev7u3bvRsGEDlDbXRug8P5QtYZJLSSmnaajLMLxtLTx6A4S9lIsdhyjXpcsFnHkiR+mK1cSOQoVMfU8f/DFzPU6dOo1Gjdzw+vVrsSMREWUbiz2RijAwMMCRI0dgZmaGxo0b48mTJ999jiAImDt3Ltq0aYPmtexwfEZ7mBnp5EFaykl9vKtCU0OG/oc4ak8FX+gzBdLkQAOvdmJHoUKoqlNDTFy8E/8+eMTl8IhIpbDYE6mQIkWKIDg4GBoaGmjcuDFiY2O/uq1SqcTQIUMwbNgwjPJ1wuY/WkBLQy0P01JOMdLTQr9mjrjyUsDL90qx4xDlquBHcqjLJHBu1FzsKFRIla5QFVOW7cPbpBTUru2M27dvix2JiOi7WOyJVEyxYsUQEhKClJQUeHh44M2bN59tk5mZiW7dumLBwoVYMsgD03o1hFTKme9V2WCfGlAqgYBDqWJHIcpVRx4pYGRaDGpq/CCSxFPMqiSClh2Atr4J6tarh7Nnz4odiYjom1jsiVSQnZ0dgoOD8fz5czRt2hRJSUlZj6WmpqKNj0/Wcnb9mvM61YLA2twQHVwr4NBDAWlyjtpTwfQmVcCNlwpUqu4idhQiGBcxx6Qlu2FT2h7u7u7Ys2eP2JGIiL6KxZ5IRVWsWBFHjx7F3bt3MW3aNADA27dv4eXpgeMhx7B/Uhu0b1hB5JSUk0a2c0K6XIlRweliRyHKFSceyyEA8GzVVewoRAAAHV19jJ2zCTXqeqJNmzZYtmyZ2JGIiL5IIgiCIHYIIvp5jx8/hpaWFmQyGbw8PfD40b84OLkN6lQqIXY0ygVuIzfjcvhTvB2lA6mUn81SwdL3QCrW3haw6fQzsaMQfUKpVGLl3LE4vGMVJkyYgPHjx0Mi4SVuRJR/8F0hkYqzs7ODXC5HvbouePk0EqdndWSpL8BG+TohKV2JeZcyxY5ClOMOP1TAvERpsWMQfUYqlaLXsCB0+i0QEyZMQN++faFQKMSORUSUhcWeSMU9evQI9eq6IP39a5yb0wkOJc3FjkS5yKOGHSramGL6eRZ7Klgi3ygR/VaJ6i7uYkch+iKJRIK2/oMR8MccrFy5Ep39/CCXy8WORUQEgMWeSKXdu3cP9eq6QFNIxdnZHVGqmLHYkSiXSSQSjG7vhFfJSuyJYLmngiMkUg4JAK82/mJHIfomt+adMHzKcuzYsQOdOndmuSeifIHFnkhF3bhxAw3q10MRbeDM7I6wMjcQOxLlkQ4NK8LCWBcjg9PEjkKUY449kkNHVxdmFsXFjkL0XbUbemP45OXYtWsXOnbqhMxMftBKROJisSdSQaGhoXBt2BC2plo4NasDLIx1xY5EeUhDXYbhbWvh0RsB119ypIhUn0IpIDhSDpsylcWOQpRttRs2xcigFdizZw86dOjIck9EomKxJ1Ix58+fh7t7Y1S2McLx6e1RxEBb7Egkgj7eVaCtoY6Agxy1J9V3I0aJd+lAnUbNxY5C9ENq1ffCiKAV2Ld/H9q378ByT0SiYbEnUiEXL15EkyZeqF7KFEeC2sJAV1PsSCQSQ10t9GvuiKsvBbx4pxQ7DtEvCX4kh0wCNGreUewoRD+sVj1PjAxaif0H9sPXtz0yMjLEjkREhRCLPZGKuHr1Kjw9PeBgY4yDU9pCV1tD7EgkssGta0AA0P9QqthRiH7J0UcK6BuZQktLR+woRD+lZj0PjJq6EgcPHkS7dr4s90SU51jsiVTAjRs34N64MSqWMMShKW2hx1JPAKzMDdDBtSKOPBKQksFRe1JNKZkCzj+Vo3wVJ7GjEP2SGnU9MGraKhw+fBht2rRFenq62JGIqBBhsSfK527duoXGbo1Q2lIXR6by9Hv61Mh2tZAuV2JkCN9Akmo680QBuRJwbeordhSiX1a9TmOMnr4ax44dY7knojzFYk+Uj927dw+N3RrBxlQbx/7yhaGultiRKJ+pUsoCbo42WHdLAaWSo/akekIi5dBQk6K6i7vYUYhyRDVnN4yathrBwcHw8WnDck9EeYLFniifioiIQCPXhihqqIbgab4w1meppy8b3b42ktKVmB3K2ZhJ9Rx+qICJhTWkUr4loYKjmnMj/D5jLUKOH0fr1j5IS+MKJkSUu/hblCgfevDgARq5NoSprgQh07ikHX1b42q2sLc1w0wWe1IxsUlK3ItToIpTA7GjEOW4qk4N8fuMtTh+4gRatWrNkXsiylUs9kT5TGRkJBq5NoShhhLHp7eHmRFniaZvk0gkGN3eCXHJSuy8x3JPqiMkUgEA8GzdTeQkRLmjaq0GCJyxDidPnkRnPz8oFAqxIxFRAcViT5SPREVFwbVhA+hIM3BiRntYGOuKHYlURPuGFWBpoovRITzdk1RHyGM5tDU1YFu6othRiHJNlVr1MXTS39i9axf69+8PQRDEjkREBRCLPVE+8fLlSzRybQh1ZSpOzGiPokX0xI5EKkRdTYYRbWshMlHAlRdyseMQfZcgCDj8QI6ituXFjkKU65waNEHf0bOwfPly/Pnnn2LHIaICiMWeKB94+/Ytmnh5IiM5Ecen+6K4qb7YkUgF9W5aFTqa6hhwkKP2lP9FxCsRmyzAqX4TsaMQ5YnGLTrBr/8YTJ48GQsXLhQ7DhEVMCz2RCJLT09Hq5Yt8eTxQxwJagsbC0OxI5GKMtDVRP8W1XAtRsCzd1z6jvK34Eg5pBLAvZWf2FGI8kxrvwFo3vE3DBo0CJs3bxY7DhEVICz2RCJSKBTo4ueH0NDz2DfRB/Z2ZmJHIhU3uHUNAED/g6kiJyH6tmOPFNDVM4CRCX/uUeEhkUjQbcCfaNikHbp27YojR46IHYmICggWeyKRCIKAIYMHY+eundjyRwvUq2wldiQqAIqb6qNTo0o4FikgJYOj9pQ/ZSoEnIySo2R5R7GjEOU5qVSK/n/MQVUnV7Rp0wYXL14UOxIRFQAs9kQi+euvv7Bo8WL8PdgTrVzKih2HCpCRvrWQLldieDDXTKb86dJzBVIygXqercWOQiQKNTV1DJ+yDLZlKqOptzfu3bsndiQiUnEs9kQiWLVqFcaMGYOJXeuid9OqYsehAqaynTncq9th/W0FlEqO2lP+E/xIDjWpBHXdfcSOQiQaTS0d/D5jLQxNLODh4Yno6GixIxGRCmOxJ8pjBw4cQJ8+fdC3mSPG+bmIHYcKqNG+TkhOV2LmhUyxoxB95mikAoZFLKChoSF2FCJR6RkYYeyczZALUri7eyAuLk7sSESkoljsifJQaGgofH3boaVzaSwa4A6JRCJ2JCqgGjnaoLKdGWZfZLGn/OVtmoArzxWo6FhH7ChE+YKJmSXGz9uKV/EJaNKkKd6/fy92JCJSQSz2RHnk3r178G7aBDXLmGNjYHPIZPzfj3KPRCLB7x1qIy5Zie13We4p/zgVJYdSANxbcpk7oo+KWtlh7JxNCI+IQOvWPsjIyBA7EhGpGDYLojzw7NkzeHl6oISJFvZO9IGWhprYkagQaFe/PIoW0cPvx9PEjkKUJThSDk11GeyrccSe6L+VLFcZv89YizNnzqBfv34QBEHsSESkQljsiXJZcnIymjfzhiQzGYeD2sJIT0vsSFRIqKvJMLJdLTxOFHDpmVzsOEQAgCMPFTAtVlLsGET5kn01F/QdPROrVq3CvHnzxI5DRCqExZ4oFymVSnTr2hUP/r2P/ZN8UNxUX+xIVMj0alIFulrqGHCIo/YkvqdvlXj0RolqddzEjkKUb7l6t0crvwCMGDEChw8fFjsOEakIFnuiXDRhwgTs2r0bm35vBoeS5mLHoUJIX0cTAS2q40asgOi3XPqOxBUc+eHMES+fbiInIcrfOvf9A9XrNEb7Dh24xj0RZQuLPVEu2bJlCyZPnoy/ejRAizplxI5DhdigVtUhkQD9D6aKHYUKuWOP5NDV1kbREnZiRyHK12QyGYZMWIIi5sXRrFlzxMfHix2JiPI5FnuiXHD58mV07+6PLo3tMaq9k9hxqJArZqqPzm6VEPxYQFIGR+1JHEpBwNFHChQvVUnsKEQqQVtXD7/PWIs3ie/g49OGM+UT0Tex2BPlsOfPn6NVyxaoWtIMy4d6ca16yhdGtHVChlyJ4UfTxY5ChdStWCUS0wTUadRM7ChEKsO8qDVG/rUSFy9eRP/+/TlTPhF9FYs9UQ5KSUlByxbNoaZMx54JrbmsHeUb9nZm8KxREhvvKKBUctSe8l7wIzlkEqBx805iRyFSKRWqOKHv6JlYuXIl5s+fL3YcIsqnWOyJcohSqYR/t24Iv3cX+ya2hoWxrtiRiD4xyrcWkjOUmHY+U+woVAgdfaSAnqExdPQMxI5CpHJcvdujVef+GD58OGfKJ6IvYrEnyiGTJk3C9h07sGG0N6qWthA7DtFnXKvaoEpJc8y9yGJPeStNLuBstBxlKtUQOwqRyurcbwyqObtxpnwi+iIWe6IcsG3bNkycOBFB3eujdd1yYsch+iKJRILR7WsjPkWJLbc5CRPlnfPRCmQogIZNfcWOQqSyZDIZhk5cChMzzpRPRJ9jsSf6RdeuXYO/fzd0alQJgR2dxY5D9E3tGpRH8SJ6CDzBSfQo7wRHyqEuk6B2Q2+xoxCpNG1dPQTO/DBTfps2bTlTPhFlYbEn+gUJCQlo49Ma9jYmWDGMM+BT/qcmk2KErxOeJAq4+EwudhwqJA4/VMDIvASkUr7tIPpVH2fKvxB6AYMGDRI7DhHlE/wNS/STlEolunbpgveJr7FjXEtoa6qLHYkoW3o1qQI9bQ0MOJQmdhQqBOJTlLgdq4BDjXpiRyEqMCpUcULv4X9h2bJl2LRpk9hxiCgfYLEn+knTp0/HocOHsfH3ZrA2NxQ7DlG26WlrYEDL6giLFfAkkUvfUe468VgBAYBn625iRyEqUBq36IwGXm3Ru08fREREiB2HiETGYk/0E06ePImxY8diTCdneNUsKXYcoh82sFV1SCQS9DuYKnYUKuCCH8mhpamO0hWqiB2FqECRSCToM3I6ipgXR9u27ZCSkiJ2JCISEYs90Q96+fIlOnZoj4ZVrDGhS12x4xD9lKJF9NClcSUcjxKQlMFRe8odgiDg8EM5LK3Lih2FqEDS1tHF8CnL8SgyEgEBAWLHISIRsdgT/QC5XI4O7X0hU6Zjc2BzyGT8X4hU14h2TsiQKzH0CGfIp9zxMEGJ5+8F1HDxEDsKUYFlXbI8eg//C2vWrMGaNWvEjkNEImErIfoBY8eOxfkLF7B1THOYG+uKHYfol1S0MUWTWiWx+a4CSiVH7SnnhUQqIAHg5cPr64lyk6t3e7g164j+/fvjzp07YschIhFIBEEQxA5BpAr27duHli1bYmYfV4xo5yR2HKIccermE7iO2IzJrpoYW19T7DgFgiAISFcAKZlASqbwnxuy/sxQfPi1K8GHa2Q//IlP/tSQAXoaEuhpfPxTAl0NQKpiS2q23pqCkGdaWBf8UOwoRAVeeloKAnt7Q1Mm4OrVK9DT0xM7EhHlIRZ7omx4/PgxqjlWRUN7S+z6szXXq6cCQxAEVO+/BtEv4hA/km8Cv0ShFPD8vYCnb5WITRYQmyQgNlmJ2CQB8akCXqdKEZ8mwesUAW/TFEjJUCC3frPqaMigpymFnqYURpqAhY4SFrqAha7kw01P+p8/P3xdREci2ocBcqUA4+nvYWvvgkmLd4qSgaiwef7kIUb18ETrVi2xYcMGvl8hKkTUxA5AlN+lpaWhbRsfmOiqYfWIpvwlSQWKRCLB6Pa10SFoLzbezkDnyhpiR8pzSkHAi/cCohKViEpU4vGb//z9nQSP30rwNDEDcsX/N3WZTApzUxNYmFvAtKgFLMzMUbFIEZiamsLIyAi6urrQ0dH56k1dXR3Ahw9VvnbLyMhAcnIy3r9/j6SkpC/eEhISEBsbi4iXz3H6aQxi4+KRkvrpKgda6lLYmaijpKESJY0kKGUsQUljKUoaS2FnLIWOeu79PLv6QoGkDKBu41a5dgwi+lRxm9LoO3oW5v7ZDw0aNECfPn3EjkREeYTFnug7hg4Zgrt37+DCPD8Y6WmJHYcox7WpVw4lzPQx5nhygS72wn8K/N04Je68UuDuKyXuvJbg3isFktIVWduZFTGGnZ0dbGuURg1b2w9/t7WFlZUVLC0tYWxsDKk0f05Rk5SUhJiYGMTGxiI2NhZPnz5FZGQkHj18iJCH/2J52BOkZ/z/ZIlFDTVQzgRwMAMqW0jhYCFDJTMpdDV+vfCHRCogkwINm7T75X0RUfbV82iNe2GhGDRoEGrWrAlHR0exIxFRHuCp+ETfsGPHDrRr1w7Lhnihj3dVseMQ5ZoFu69iyJIQnO2uAxdr1f/MV6EUcC9OiUvPFbj2QoE78RLciVMiMUUOANDW0kTFCuVh71AVlSpVQoUKFbIKvK5uwZ0YU6lUIiYmBo8ePfpQ+B89Qnh4OG7duIYHkVEQBAESCVCqiCYqmyrhYCGBg4UMNYrJYGUg+aEzluquTsa95CJYeeBWLr4iIvqSjPQ0jPmtOSBPxbVrV2FoaCh2JCLKZSz2RF/x/PlzVLavBDeHotg2tiVPwacCLSk1A8U7LEIpAzmu/6Z619q/fP+hxF96psClF8CVFx9G4aVSKSqWK4PKVavB3t4e9vb2qFSpEmxtbSGTycSOna+kpKTg3r17uHXrFm7fvo1bYTdw69ZNxCckAgCKGarDuRjgXEIKZysZqhWVQUvtyz8XkzI+XF9fq2FzjAj6Jw9fBRF9FPMsCiO7u8PL0xPbt2/j+xiiAo7FnugLlEolvDw9cDfsCm4t644iBtpiRyLKdWNWncb0rRfxYIAu7Izz56nmwIdT6h8kKHE8UoGTUQpcfCnB0zcZAIBiluZwql0HTrVrw8nJCTVq1ODM0L9AEATExMTg8uXLCA0NxYVzZ3H12jWkpqVDQ00Kx6JqcC4G1LGSoYGtDOa6H/67OfhvJpptTsW4OZvg6NxI5FdBVHiFnjyAmX/0wqJFixAQECB2HCLKRSz2RF8wf/58DBkyBMemtYd7dTux4xDliZiEJFh1WgI3WwmO+OWv09GfvVPixGM5jj9W4MQTCZ4lZkBNTYaa1auhbv2GcHJygpOTE0qUKCF21AIvMzMTN2/eRGho6Ifb+bOIin4GAKhsqQE3G+DRGyWORiqx6fSzfDsfAVFhsXzm7zh9eCvCwsJQtmxZseMQUS5hsSf6H3fu3EGNGtXRt6kD5vVvLHYcojzVc/YhbAi5g7jhOjDQEq+QJWcIOPZIjmOP5DgRLcG/cR9G5Ks62KNRYw+4ubmhXr160NfXFy0j/b8XL17gxIkTOHHiBI4HH0X0sxeQSCSoWLU2qtRqCMfaDWFXtjJLPpEI0lKTMaJbY5Qoao7z589BTU3151Ehos+x2BP9l/T0dDjVqonMd7G4uqgLtDXVxY5ElKfCn8SjYq8V6F5VData6uTpsV++V+LAv3Ls/VeBkMcKpGcqUaaULdzcvdCoUSO4urrC1NQ0TzPRjxMEAbdv38bZs2dx9OgxnDh5AslJSTAyNkW1Oo1Ru2FTONSsDw1NrjJClFfu376KMX1bYPLkyfjjjz/EjkNEuYDFnui/jBo1CvPmzsHlhV1RtbSF2HGIROE9ZjtOhT3Gu9E6kOXiCKsgfJi5ft99OfY+EHDpaQakUinq1nFGy9Y+aN68OcqUKZNrx6e8kZGRgdDQUBw+fBi7du3Ggwf/QltH90PJb9AU1ZzdoK3LeRCIctuGJUHYv+VvXLlyBVWqVBE7DhHlMBZ7ov84deoUGjVqhOm9GmKkr5PYcYhEc+ZWNBoM34QJDTTwZ8OcH1W9+0qBTbczsS0CeBifAV0dbXh5NUGLli3h7e2NIkWK5PgxKX8QBAHh4eHYtWsXdu7chbCwG9DQ0ESVWg3g1LApatb1gL6hidgxiQqkzIx0jO7VBHqaMly9egWamppiRyKiHMRiTwQgMTERDpXtUbKIGo5Pbw+ZjNeBUuElCAJqBKxF1PNXeD0yZ0ZSn71TYvPtTGy8K+DmywwYGxqgrW97tG7dGq6urtDS4mnZhdHjx4+xe/du7Ny5C6GhFyCVSlG5Rj00bOILpwZe0NTK28tBiAq6xw/uYnRPLwwfNgzTpk0TOw4R5SAWeyIAnTt1wsH9e3BrmT+szQ3FjkMkuu2nI+A7ZQ/WtdJClyoaP7WPN6kCdtzLxMa7SpyJyoCmhgaaN2+Bzn5+8PLy4mgRfeLly5fYs2cPNmzYiAsXzkNXTx/OjVrAtWl7lHeoyTW4iXLIzrULsHn5NJw9exZ16tQROw4R5RAWeyr0Nm/ejE6dOmFjYHN0alRJ7DhE+YJcoUTJrn9Dkp6EJ0OyP2qvFASERCqw7Joc+/+VQyEAjVwborNfF/j4+MDAwCD3QlOB8eDBA6xbtw5r167D06fRKGZlhwZNfNGwSTuYWXJJQ6JfoZDLMbZfS2SmJOLWrZvQ1c1fy5sS0c9hsadC7enTp6hsb48m1Utg8x8txI5DlK8s2nMNg5YE44y/Dupaf3t5pFfJSqy+kYnlYUpEvs6EfcXy6NGrDzp06ICiRYvmUWIqaJRKJU6fPo01a9Zgx44dSE1NReXqLnD17oA6jZpDXYNnfRD9jBdPIzG8qxt6dPfHkiVLxI5DRDmAxZ4KLUEQ0MzbG2FXzuPO8h4w1uc1vkT/LTk1A8U7LoadXiZu9P181F4QBJyKUmDZtUzsilBAKpPB17c9fuvbF3Xq1OGp05Sj3r9/j507d2LNmrU4ffoUjEzM4N7SD56tu8HEzFLseEQq59D2lVgxZwyOHTsGd3d3seMQ0S9isadC6+Mp+Hsm+qBlnbJixyHKl8atOYO/Nofi3wG6KGn8YVLJt2kCVt3IwLIbAu7HZaBcmVLo238AunbtChMTzmhOue/+/ftYtGgRVq9Zg7S0NDi7NkPTtj1RrnINfqBElE1KpRKThrRH/PNI3LlzG8bGxmJHIqJfwGJPhVJ8fDwqlC8H10rm2DauldhxiPKt2DfJsOq0GA2tJVjWTBsLLmVgRZgC6QoJ2rRpg779+qF+/fosUySKd+/eYc2aNViwYCEePXqI0hWqoEmbHnBp3BIamjwLi+h74mOfY6hfQ7Ru1RLr168XOw4R/QIWeyqUunbtggN7d+HePz1gaZIzy3kRFVS+U/Zg97n7UCgEGBsZol/AAAQEBPDaeco3lEoljh49ivnzF+Do0SMwMjZF45Zd4O3bE4bGpmLHI8rXTh7cioVTBmPnzp3w8fEROw4R/SQWeyp0jh49Ci8vL6wa3hTdvRzEjkOULwmCgBM3nuCvrZdw/PpjWJiZYvyEifD394eODtcWp/zr33//xaJFi7By1SoolQLcW3VBy079YWJqIXY0onxJEATMCOyBR3ev4v79CF5SRaSiWOypUElKSoJ9pYoobaqG4Gm+PH2Y6H8olQL2XvgXf229jCsRz+FYtQoC/xgDHx8fyGQyseMRZdvr168xf/58zF+wAGmpaWjUrCNa+QXAvKiV2NGI8p2EuBgM7lQPHdr7YsWKFWLHIaKfwGJPhcrQoUOxbOkS3F7eHaWKcZIYoo8yMhXYdOIupm+7gojoODSoXw+Bf4yBh4cHPwAjlfb27VssXrwYs2fPwdt3b9HQqx18ug5CUSs7saMR5StHdq3B8pm/48yZM6hXr57YcYjoB7HYU6Fx6dIlODs7Y0bvhhjRzknsOET5glIpYPPJexiz5hyexLxBi+bN8XtgIJydncWORpSjkpKSsHz5csyYMRNxca9Qt3ErtPEfDCu7cmJHI8oXlEolxvZtASEjCTdvhkFTU1PsSET0A1jsqVDIyMhA9WqO0MxMxMUFflCTScWORCS6s7efYvjyU7gS8RytW7XCpMmTYW9vL3YsolyVlpaGVatWYdq06Xj+/Blcm7ZHh96jUMSck0ESPXkUjhH+7vhz/HiMGzdO7DhE9APYbqhQmDFjBsIjIrBiqCdLPRV6D54lwGfibtQfthFKHXOcPn0au3bvZqmnQkFLSwv9+/fHw4cPMG/ePISFBmNA+zrYsHQqkpPeiR2PSFQ2pSqgZaf+CAoKwr///it2HCL6ARyxpwIvPDwcVatWwXCfGpjas4HYcYhE8/pdKiZvOI/F+2+gqKUl/po2HR07doRUyg+7qPB69+4dZsyYgTlz5kBdUxtt/YfCs3VXqGvwNGQqnNLTUjHUryFK2Vrh7NkznGeFSEXw3RwVaEqlEn1694KNuQHG+dUROw6RKNIz5Ji9/RJK+y/HquAITJo0Gff/fYDOnTuz1FOhZ2BggClTpuDhw4fwbeuDNQv+xOBO9XAueA+USqXY8YjyXMyzKGhq6eDChfNYs2aN2HGIKJs4Yk8F2rp169CtWzecmNkRrlVtxI5DlKcEQcCOM/fx+6oziIpJRJ/evTFx0iSYm5uLHY0o37p37x5+/z0Q+/fvQ+kKVeA/aCIqVq0tdiyiXJeakoxtK2dh35ZlkKqpQ2pcHAaK93j44F8YGRmJHY+IvoPFngqsd+/eoVzZMmhQoQi2jGkpdhyiPHXx3nMMX34KF+4+RdMmTTBz1ixUrFhR7FhEKuPs2bMYNmw4rl69AtemvugSMA5GJmZixyLKFZfPHMGymaORmBAHTesqMGsdCGV6CmJX9sdvvbpj0aJFYkckESiVSmRkZIgdo1BTV1eHTCbL1rYs9lRgjRo1CosWzMf9Vb1gZW4gdhyiPPH4ZSICV53G1lPhcKhsj9lz5qJx48ZixyJSSUqlEitXrsTo0b8jU65Ap76BcG/ZJdtvsojyu1cvn2LFnD9w9Vww1HSNYNJiNLStK2c9/u7yLrw9vQZXrlxBtWrVRExKeS0jIwOPHz/mJUn5gJGRESwtLb873wWLPRVI9+/fR+XK9hjf2RljO7uIHYco16WmZ2LShvOYs/MqihQpgqCpf6Fr164sIEQ5ID4+HqNHj8aqVatQukJV9B7xF8pUdBQ7FtFPk8szcWDLcmz+ZwaUSiV0HJvBqGH3z+ZdERRyvFo3GPY2Frh0MZTzshQSgiAgOjoamZmZKFasGP/dRSIIAlJSUvDq1SsYGRmhaNFvL8vKYk8FjiAIaNqkCe7fuoJ7K3pAS0NN7EhEuepS+At0m3UIj2PeIjDwD4wcORK6urpixyIqcEJDQ9GvX3/cunUTHq26oNNvgdA3NBY7FtEPCb95GUunDcezqAdQNy8J8zbjoWZg+tXt057eQeym37F8+XL07t07D5OSWDIzM/Hw4UMUK1YMhoaGYscp9F6/fo1Xr16hbNmy3xywYbGnAufAgQNo3rw5dk/wQSuXsmLHIco1aRlyTFh3DjO3X0L1atWwZu06XkdPlMvkcjmWLFmCsePGQSpTR9eA8WjY1JdLglG+9/5tAtYvnoKQ/Zsg09SBsUcAdCtmbxng1wfnQPbsBh4++Bempl//EIAKhrS0NDx+/Bi2trbQ1tYWO06hl5qaiqioKNjZ2UFLS+ur2/G8CipQ0tPTMWTwILhXL4mWdcqIHYco11y5/xLVA9Zhzq6rmDIlCBdCL7LUE+UBNTU1DBo0CPcjIuDdxBMLpwzG1BF+SIiLETsa0RcJgoCTB7eifztnnDi0FToV6qPYgA3ZLvUAYNSwO5LTMxEYGJiLSSm/4QeW+UN2/x1Y7KlAmTNnDp5ER2N+v0b8YUQFUnqGHGNWnYbz4PXQMi6G69dvIDAwEGpqvOSEKC8VLVoUGzduxL59+/Ds0V0M6dwAp4/sAE+EpPzkWdS/GNuvFRZOGYx0qRYsusyDWYtRkKpp/NB+ZLrG0K/TCatWrcLt27dzKS0R/Qqeik8FxrNnz1CuXFn81sQec/q6iR2HKMddfxCDbjMP4/6z1xg//k+MHj0a6urqYsciKvQSEhIwaNAgbNy4EbXqe6Hv6JlcGo9ElZ6Wgh1r5mP3hkWQSNWgX6cjDGu3/aV9CopMvFo9AA1rOeDwoUM5lJTyo4+n4v/vqd/R0dGIj4/PsxympqawtrbOs+PlV1/79/hfHOKhAmP06FHQ05Thzy6cBZ8KloxMBaZsPI+pWy6isr09rl49BgcHB7FjEdF/mJiYYMOGDWjTpg369PkNQzo3QK/hU1G3cSuxo1EhdO1CCJbNGI3Xr15Ao4Q9zH3GQKql98v7lcjUoVe3C47snYYTJ06gUaNGOZCWVEV0dDTKla+AtNSUPDumlrYO7keE/1C59/f3x9q1a/Hbb7/h77///uSx/v37Y+nSpejWrRvWrFnzQ9t+FBMTg6CgIBw8eBDPnz+Hubk5qlatiiFDhsDNTdyBRRZ7KhDOnTuHTZs2Y+XwJjDU/fonWUSqJuxhLPxnHcbdJ/EYN248/vjjD47SE+VTrVu3Rt26ddG/fwDmjOuLi6cOovfwv2BozMnGKPe9fvUSK+eOxcVTB6GmYwizthOhXTJn157XKecC7RLlMWz4CFy/dpXLoBUi8fHxSEtNQZFmw6FexCrXj5f5+ileH5iN+Pj4Hx61t7KywpYtWzB37tysyf/S0tKwefPmz/b1I9tGRUXBxcUFRkZGmDFjBhwcHJCZmYmjR48iICAAERERv/CKfx2LPak8hUKBgQMCUKNcMfh7cBSTCoZMuQJ/bQ7F5E2hqFC+PC5fPgRHR66bTZTfmZmZYfv2bdi2bRv69euPoX6uGDB2Pqo5c3STcodCLsehHauw8e+/oFBkQr9aMxi59cmV0i2RSGDQoDtubhyNzZs3o3Pnzjl+DMrf1ItYQdOytNgxvqlatWqIjIzErl27sv4b3bVrF6ysrFCyZMmf3rZ///6QSCS4fPnyJ8sKV6pUCT169MjlV/V9/JiNVN66desQdvMWFvZ3g1TKCfNI9d1+/ApOgzZg0sZQBAb+gavXrrPUE6kYX19f3Lt3F7Vr1cCUYZ2wduFEZGZmiB2LCpgHd69jhL87Vs8fD0HfHJa9lsHEvW+ujqRrlagE3bLO+D3wD6SlpeXacYh+Rffu3bF69eqsr1etWvXV8p2dbRMSEnDkyBEEBAR8Uuo/MjIyypngv4DFnlRaamoqxo8bC98GFVC7YnGx4xD9spWHb6JGwDpkqBvh0qVLmDRpEjQ0fmz2YiLKHywsLHDw4AHMmjULB7f9g7F9WyDm+ROxY1EBkPz+LZbNGI3Rvbzx/FkUTJoORrGei6FmaJEnxzes3w3Pnz/H4sWL8+R4RD+qS5cuOHfuHKKiovDkyROcP38efn5+P73tw4cPIQgCypcvnxfxfwqLPam0BQsWICY2FkHd64sdheiXZGQq0G/+UfSacxj+/t1x7foNVK9eXexYRPSLpFIphg8fjgsXLkCe+g4j/Rsj9OQBsWORihIEAWeO7kL/ds4I3rsB2mVqo+iAjdCv7J6nOdSLlIBeFU9MnDQZCQkJeXpsouwwNTWFt7c31q5di9WrV8Pb2xumpl+e7yQ7235cSC4/L6fNYk8qKyEhAX9NnYrfmlZB6eLGYsch+mkvXyfBdeQWrDp2B8uXL8ey5cuhqakpdiwiykE1a9ZEWNgNNGnihZl/9MLKueN4aj79kBfRj/DnwLaYN6E/0gQZzP1mfZjx/gfXpM8phi4dkZqeialTp4pyfKLv6dGjB9asWYO1a9d+9xr4721bpkwZSCQShIeH51bcX8ZiTypr6tSpUMjTMc6Py9uR6rpw9xmqD1iHqIRMnD59Br179xY7EhHlEgMDA2zbuhWLFi3Csd1rMK5fS7x6+VTsWJTPZaSnYcuKmRjcqQHCb12BoUtnFOu3GppFy4iaS6ZrDN2arbFgwUJERUWJmoXoS7y8vJCRkYGMjAx4enr+0rYmJibw9PTE4sWLkZyc/NnjiYmJORX7p3FWfFJJT548wYIF8zGmY21YGH8+gQVRficIApYfDMPAxSFwcnLC9h07YWlpKXYsIsplEokEAQEBqFWrFtq188Wo7h4YNnk5HGrWEzsa5UNhl0/j72kjEBfzDOrFKsDMZyzUdAzEjpXFoGZrpN48jD/+GINNmzaKHYfyQObrvPkwMieOI5PJskbYZTLZL2+7ZMkS1KlTB7Vq1cKkSZPg4OAAuVyO4OBgLF26VPTRfBZ7Ukm9evVCpkKOS+Ev8DY5jWvXk0pJz5BjwKJgrDh8EwH9+2PO3LmcII+okKlZsyZu3LiO9u07YPLQDug+eBKatO2Rr6/fpLzz5vUrrJ43HudC9kBNWx+mPuOgU7qW2LE+I9XQgl6dTti8eRGGDx/GuWEKMFNTU2hp6+D1gdl5dkwtbZ2vXhefXQYG2f8g7Hvb2tnZ4fr16wgKCsLw4cPx8uVLmJmZoXr16li6dOkv5cwJEuHjTABEKuLevXuwr2wPLTstpEamQiaTwr+xPZYM9ICGBj+rovztWdw7tJ28F2GRcfj772Xw9/cXOxIRiUgul2PUqFGYO3cu3Fv6odfwqVBX5wd9hZVCocCx3WuxbskUZGZkQMfeDcYeAbm6fN2vEpQKvFo7CLUq2uHUiRP8cKoASEtLw+PHj2FnZwctrf8fPIuOjkZ8fHye5TA1NYW1tXWeHS+/+tq/x/9isSeV49PGB4fPHkbJqSWRGZeJ2F2xeHf1HTQ11TDMpwam+NfP178AqfA6e/sp2k7eCw0dA+zesxc1atQQOxIR5ROrV69G3759UbqCI0ZMXQEjEzOxI1Eee3T/FpZOHY7If29DzaQEzNv+CXXjomLHypaUh5cRt3MSDh48iKZNm4odh35Rdosk5Q0WeyqQrl69ipo1a6J4z+Iwrvf/M+GnRKYgdnssksOToaergand6mNga5Ymyh8EQcDivdcxdNkJuNSpg23bd8Dc3FzsWESUz1y4cAGtW/sAUnWMnr4GdmXtxY5EeSAl+T02L5+OQ9tXQqauCf2GPWHg2ETsWD9EEATEb/0D1joK3Ll967vXM1P+xmKfv2T334PDmqRSAv8IhE5xHRi5GH1yv05JHdiNtoPtSFvIi0gxaEkIzNotwNaT98QJSvQfqemZ6D7zEAYuDsaAAQMRHHKcpZ6IvqhOnTq4evUKihc1x5i+LbjefQEnCAIuHN+HgHbOOLRjFTTtaqBowAaVK/XAh0khDRr0QET4PWzcyEn0iMTAEXtSGWfOnEGDBg1gFWAFw5qGX91OEAS8u/oOsdtjkfEqA9YWBlg9vCkaOdrmXVgifLievtWEPbgb/Rr//LMCfn5+YkciIhWQkpIC/+7dsX3bNnT67Xe06TaY1y0XMDHPorB81u8Iu3QKanpFUKTV79AqXkHsWL8sftcUWCIB98PvcdRehXHEPn/J7r8HZxojlTF+wnjo2ujCoMa3Z6yUSCQwrGkIg2oGeHP2DV7segW30Vtgb2OKjYHN4VDSIo8SU2EWEf0aHoHbAQ1dXLgQCkdHR7EjEZGK0NHRwdYtW1CpYkVMmDABCXEx6DksiEWpAMjMSMfeTUuxbdVsCAJgUNsXxg26ih0rx+jXbodH64dj586d8PX1FTsOUaHCEXtSCRcuXICLiwusBljBsMbXR+u/RJmuxOvjrxG3Lw7KDCXqlC+OzWNawNr8x/ZDlF1X7r9EkzE7YFHMCkePBaNEiRJiRyIiFfXPP/+gb9++cGrYFIPHL4KGJkfPVNWd6+exdNoIvHwWBQ3LMjDzGQc1PePvP1HFxG8fDxvtDNy+dZOTGasojtjnL7zGngqUiZMmQtdKFwbVsr8W5UdSTSnMmpqh3OxyMG1qitB/X8C2699oNnY7Et6l5EJaKsyCrz2G68gtKFvBHmfPnWepJ6Jf0rt3b+zcuRM3LoRgyrBOSE56J3Yk+kGJCXGYP3EAxge0QVzcK5i2/B1Fu84pkKUeAPRq++Le3Ts4cIBzRBDlJY7YU753+fJlODk5oUTfEjCqbfTL+8t8k4m4fXFIOJUAmUyKzg0rYtlQL2hp8MoU+jXbTofDb9oBNG7sju07dkBXV1fsSERUQJw7dw7NmjeHiVlxjJmzCSamvKwsv1MqlTi+fxPWLJyI9LRUaFdoAJMmAyGVFvz3G3Gbf0d5My1cvXKZ80OoII7Y5y8csacCY9LkSdAppgPDWjlz6ry6sTqKdSuGMn+VgV41fawLuQPD1nMxcvlxKJXKHDkGFT5L9l1Hh6B9aN+hA/bu28dST0Q5qm7dujh39izSkxMx5rfmeBH9SOxI9A1RD+8hsLc3lk4bgUwNfVh0XwhT76GFotQDH0btr1+7ipCQELGjEBUaHLGnfO3GjRuoVq0aivcuDmOX3DllLTUqFbHbY5F0Nwk62uqY4OeCkb61c+VYVPAIgoApGy9g/NqzGDp0KGbNmsVrCoko10RHR8PT0wsvY1/hj1kbUKYiJ+bMT1JTkrFt5Szs27IMUjUNGNTrAoMaLcWOlecEQUDchuGoVtIC586eETsO/aCvjRBHR0cjPj4+z3KYmprC2to6z46XX2V3xJ7FnvK11j6tcfTCUZScWhISWe6eypUUnoTYbbFIfZwKEwNtzO/nBr/G9rl6TFJtgiAgcOVpTN96EUFBQQgMDOQph0SU616/fg1v72a4dfs2xs7ZhApVnMSORAAunzmCZTNHIzEhDpo2VWHW6ndINXTEjiWalAeXELdrMk6fPo369euLHYd+wJeKZHR0NCpUqICUlLybn0pHRwfh4eE/VO79/f2xdu1aAICamhqsrKzg4+ODiRMnQldXFzt37sSMGTMQEREBpVIJa2treHl5Yfbs2Z/ty8PDA8ePH8f58+dRu7Z4g35c7o5U3p07d7Bn9x4U71E810s9AOhV0IPueF28v/4esdtj0WX6AQSuOo0Vw5rAs0bJXD8+qRZBEDBkSQgW7LmGuXPnYsiQIWJHIqJCokiRIjh+PATe3s0wZWgnjJmzERWr8kwzsbx6+RT/zA7EtfMhUNM1gln7IGhbVxY7lui0S9eEtkVJTJ48BcHBx8SOQ78oPj4eKSkpGDxhMUrYlsn14z2LeoD5EwIQHx//w6P2Xl5eWL16NTIzM3H27Fn06tULycnJaNOmDTp06ICpU6eiRYsWkEgkuHfvHo4fP/7ZPqKjoxEaGooBAwZg5cqVohb77GKxp3xr8uTJ0DLTglEdozw7pkQigUF1A+hX1UfihUTE7IyFV+A2lLc2wfrRzVGjbNE8y0L5l1IpoP+CY1h28AaWLFmCfv36iR2JiAoZXV1dHDx4AM2aNUfQsM74Y/YGVHJ0FjtWoSKXZ2L/lmXY8s9MKJVKGNT0gWFDf16O9R8SiRS6Tu0Qsm86Ll++jFq1aokdiXJACdsyKFXOQewY36SpqQlLS0sAQKdOnXDy5Ens2bMHmpqaqFu3LkaOHJm1bdmyZdGqVavP9rF69Wo0a9YM/fr1Q61atTBv3rx8P38Sf/JQvhQREYHt27fDpIkJJGp5f2qzRCaBcT1jlJ1RFpYdLPEgPhE1B6yF04C1ePT8TZ7nofxDoVCix6xDWH4oDKtWrWKpJyLRfCz3tWs7IWh4Z9y9fkHsSIVG+M1LGNalEdYvngIYFYdlnxUwbtSDpf5/6JSrAy1TK0yeMkXsKFSIaWtrIzMzE5aWlrh79y7u3Lnzze0FQcDq1avh5+eH8uXLo2zZsti2bVsepf15/OlD+dL06dOhYawBo3pGouaQakhh6mWKsrPKway5Ga5ExqBMj+XwCtyK+MS8u8aI8odMuQKdp+3HhhP3sHHjRnTv3l3sSERUyOno6ODAgf1wqVMHQSP8cOf6ebEjFWjv3yZgcdBQjOnbEjEvn8O0+UgU674AavpFxI6WL0mkMug6tcWB/ftx8+ZNseNQIXT58mVs2rQJbm5uGDhwIGrWrInKlSvD1tYWHTp0wKpVq5Cenv7Jc0JCQpCSkgJPT08AgJ+fH1auXClG/B/CYk/5TkxMDDZu2gijxkaQqueP/0RlOjJY+Fig3KxyMHY1xtHrj2HRcSE6Td2HlLQMseNRHlAolOg4dT92nX+Abdu2oWPHjmJHIiIC8KHc79+/D3VdXBA03A+3r54TO1KBIwgCThzcgv5ta+Pk4W3QqVAfRQdsgG7FBmJHy/d0KzSApklRBAUFiR2FCokDBw5AT08PWlpacHZ2Rv369bFw4cL/nOV0EA8fPsTYsWOhp6eH4cOHo1atWp9MCrhy5Uq0b98eamofrlrv2LEjLl26hPv374v1krIlf7Qmov+yaNEiCDIBJg1MxI7yGTVDNRTrUgxlp5WFfk0DbD55D0Zt5mPwkhDI5Uqx41EuEQQB/Rcew54LD7Bjx074+PiIHYmI6BPa2trYt28v6terh6kju+DWlbNiRyownj6+j7F9W2LRlCFIl2nDoss8mLUYBamahtjRVIJEpgbdmm2wY8cOREREiB2HCgFXV1eEhYXh/v37SEtLw65du2Bubp71eKlSpdCrVy+sWLEC169fx71797B161YAQEJCAvbs2YMlS5ZATU0NampqKF68OORyOVatWiXWS8oWFnvKV1JSUrBoySIY1jWETFcmdpyv0jDXgNVvVig9uTS0yutgwe6rMGg9F0EbL0CpZMEvaCauP4flB8Pwzz//oEWLFmLHISL6oo/lvmGDBpg2uhvu374qdiSVlp6Wgg1Lp2KoXyP8G34TRg27o3jfldCwsBM7msrRs3eDhkERTJ36l9hRqBDQ1dVF6dKlYWNjA3V19W9ua2trCx0dHSQnJwMANm7ciBIlSuDmzZsICwvLus2bNw9r166FXC7Pi5fwUzgrPuUra9euxbu371DGI/eX0cgJWlZasBlmg+T7yYjdFouxa85g5s5LmN27EXo2qSJ2PMoBf++/gYnrz2Pq1Km8pp6I8j0tLS3s3r0L7u4emDrCD5OX7oF1yfJix1I5V88HY9mM0UiIi4GGlT3MW/8BqZae2LFUlkRNHTo1WmPjplUICpoCKysrsSPRT3oW9UBljzNhwgSkpKSgadOmsLGxQWJiIhYsWIDMzEy4u7sD+HAaftu2bWFvb//Jc21sbDB69GgcPHgQLVu2zPFsOUEiCIIgdggiAFAqlShTrgxeG7+GVYDq/cAXBAHvb75H7LZYpL9IR9Eielg+2BPNnFXjQwr63O5z99F28h4E9A/A/AULIJHk/QoNREQ/IzExEfXrN8DL2DhM+XsfzIuq3u9VMcS/eoGVc8bg0unDUNMxgEmzEdC2qyZ2rAJBmZ6Cl3/7Y/TwoZjCWfLztbS0NDx+/Bh2dnbQ0tIC8GFd9woVKnxyLXpu09HRQXh4+A+tY+/v74/ExETs2bPns8dOnjyJxYsX4/Lly4iNjYWxsTEcHR0xZswY1K1bF9euXUONGjVw+fJl1KxZ87Pnfzxrc9++fT/9mn7Gl/49voTFnvKNffv2oWXLlig5tiR0SuuIHeenCUoBiaGJeLXzFTITMlG6uDHWjfKGc8USYkejH3DmVjQ8ArehZcvW2LxlC5cwIiKV8/LlS9Sp44JMpRRT/t4LQ2NTsSPlWwq5HIe2r8TGZX9BoZBDx8ELRm59+LM/hyWELIN6VChePH8GTU1NsePQV3ytSEZHRyM+Pj7Pcpiamv5QqS+oWOxJ5dStXxe3Ym7BZoyN2FFyhDJTiTen3uDVnldQpChQvbQFNga2QDkrLomT391+/Ar1hm1GjVq1cfDQYb75ICKV9fDhQ7i41IVBkaKYuHAHtHV5Ovn/+vfudSyZOgzRkRFQN7OBeZvxUDO0EDtWgZT5+ilerOiH9evXw8/PT+w49BXZLZKUN1jsSaVcvXoVNWvWhFWAFQxrGoodJ0cpUhV4few14g7GAXIBrg422BjYHJYmfHOVHz2JfYs6QzbCooQdTp0+AwMDA7EjERH9khs3bqBBw4YoWb4q/pi5Huoa/LASAJLeJWLD31NxbPd6yDS1YOT2G/QqNxY7VoEXt20cKhRRw9Url8WOQl/BYp+/ZPffg+cXUb4we/ZsaFtow6B6wStRMm0ZzFuao9yscjBxL4ITt5+geKfFaDdpN5JSMsSOR/8l/m0KPP/YDk09Yxw6fISlnogKBEdHR+zftw8RNy9h/qQBUCgUYkcSlSAIOH10JwLaOSNk70Zol3VGsQEbWerziK5jM1y7egWXL7PYE+UkFnsSXXR0NLZt3wajxkaQSAvu5GRqBmoo2rEoyk4vCwNnQ+w4dx/Gbeeh3/wjkMu5RJ7YklMz0GzcTiSkCDgWHAJLS0uxIxER5ZgGDRpgy5YtuHjyINYsmCB2HNE8f/IQfw5og/kTApAKNZj7zfow4z3XpM8z2qVqQNPYEosWLRY7ClGBwmJPolu2bBlkmjIY1TMSO0qe0DDVQIleJVB6Smlo2+vi7wNh0G89BxPWnYVSyYIvhky5Ar5B+3D3aSIOHzmK0qVLix2JiCjHtWrVCosWLcLBbf/g2J71YsfJUxnpadjyzwwM6dwQ4bevwrCuH4r3Ww3Noly5Jq9JpDJoV2mCLVu24NWrV2LHISowWOxJVBkZGVj2zzLoO+tDpiUTO06e0iquBZvBNig5tiSkVhqYuP48jH3mY+m+62JHK1QEQUDvOUcQfD0Ku3btRvXq1cWORESUa/r164f+/fvjn9mBuH3tnNhx8kTYpVMY1LEetq+eCzXLsrDsuwZGLh3EjlWo6Tm4QwkJVqxYIXYUogKDk+eRqLZt24b27dujdFBpaBUvvJNzCIKApNtJiN0Wi7RnabAw1sXige5oU6+82NEKvN9XnML0rRexadMmdOzYUew4RES5Ti6Xw8urCa5cvYa//jmEolZ2YkfKFQnxsVg1bxwuHN8HNW19GDcdCp3StcSORf/x+vAC6MXfxdMnUVBTUxM7Dv0XTp6Xv3DyPFIJi5cshn45/UJd6gFAIpFA30EfpSaVQom+JZAgzUDbSXtQsuvfOHMrWux4Bdaao7cwfetFzJkzh6WeiAoNNTU1bN++DRbmZpg2qiuSk96JHSlHKRQKHN6xCgG+zrh06hD0qnih6ICNLPX5jH41b8S8eI59+/aJHYWoQOCIPYkmIiICFSpUQInfSsDI2UjsOPmKUq7EmzNv8Gr3KyiSFKhiZ46Ngc1RydZM7GgFxs1Hsag9eAM6d+6CFStXih2HiCjP/fvvv6jl5ISS5R3xx8z1kBWAUdNHETex9K8RiPz3NtSKlIB5mz+hblxU7Fj0FXGbRqG6nRnOnD4ldhT6L18bIY6OjkZ8fHye5TA1NYW1tXWeHS+/4jr2lO8NGTIES1cvRenZpSFV58kjX6JMVyL+WDziD8RDmalE/UpW2BjYHCXMuAzbr3iXnI4aA9ZBx6QYQi9egra2ttiRiIhEERISAi8vL3i16YGeQyeLHeenJSe9w+bl03F4xypI1TVh6NoT+lWbiB2LviP53mnE75+J27dvw97eXuw49B9fKpLR0dGoUL4cUlLT8iyHjrYWwiPuF/pyn91ir/ofzZJKSklJwao1q2BQ14Cl/hukmlKYNzeHiasJ4g/G42zwM1h3WYqWTqWxeqQ3jPQK9yUMP0MQBPSccxixbzNw7eQulnoiKtQaN26MBQsWICAgAFZ2ZeHRqovYkX6IIAi4cHwfVswZg/dvE6BVsgZMW4yGVIO/H1WBTrk60DhdBIsXL8bSpUvFjkPfEB8fj5TUNGxorY0KZrn/3j08Tgm/3amIj4//4WIfExODoKAgHDx4EM+fP4e5uTmqVq2KIUOGwM3NDba2tnjy5AlCQ0NRu3btrOcNGTIEYWFhOHXqFABgwoQJmDhxIgBAKpWiWLFi8PT0xF9//QUzs/x3Fi2LPYli69ateP/2PYo25Olx2aGmpwbL9pYo4l4Er/a8wp6zD7C/3QL4N7bHkoEe0NDg/8rZtWD3Vew4E4GdO3dyWTsiIgD9+/fH7du3sWLOH7Ara48yFR3FjpQtMc+isGzmaNy8fBpqekVg1mk6tIpXEDsW/QCJTB3alT2xZu06/PXXXzAyMhI7En1HBTMpqhXNvytZRUVFwcXFBUZGRpgxYwYcHByQmZmJo0ePIiAgABEREQAALS0tjB49GqdPn/7m/ipVqoSQkBAoFArcuHEDPXv2xPPnz3H48OG8eDk/hEOlJIrFSxfDoLIBNMw1xI6iUtRN1FG8R3GUCSoD3ap6WHnkFgx85uGPVaegVCrFjpfvhd57jhH/nMKwYcPg4+Mjdhwionxj/vz5qFqlKuaM+w1J7xLFjvNNmRnp2L56LgZ1qoc71y/AoLYvigesZalXUf/H3n3HRV0/fgB/3XEct9iHgsIBCshQNAeuXJk7U7NyljhKsxwNm6ZmqaXtXA1XOVLTrNTcmuVW3AIuhiKgJ5s74NbvD5Lfl0A9FO7Dwev5ePBI7j53n9d5hPf6vD+f91vVrCcKiwqxfPlyoaNQDTB+/HiIRCIcPXoUTz/9NEJCQhAREYHXXnsNhw8fLtlu7NixOHz4MLZu3XrP55NIJPD29kb9+vXxxBNPYOLEidixYwf0en1Vv5QKY7Enm4uJicGJYyfg1sVN6Ch2y6meEzSvaNBgWgNIGjhhzprDcB3wJb7aeEzoaNWWNluHZ2f9jqhWrfDxxx8LHYeIqFqRSqVYv34dCnQ5mD9rMqrrFExnT/yDScM64efv50KsbgDvccvg3ul5oWPRQ5CoPKAIaY+v5y+otj93ZB8yMjKwbds2vPzyy1AqlWXu/98zQgICAjBu3Di88847FRock8vlMJvNMBqNlRG5UrHYk80tXrwYMk8ZnJs6Cx3F7ikaKBD4ViACpgTAqBZj8qLd8HrmK6zde0HoaNWKyWTGsI83o9Aswbr1v8DR0VHoSERE1U5AQAB+XLECR/dvwx8/fyt0nFKyMm7hyw9exvRXnoZWewue/d6Gz/OfQaJ0EzoaVQJl0x5IuHK51IgqUUVdvnwZFosFoaGhVm0/depUJCQkYNWqVVZtHxcXh0WLFiEqKgrOztWvx7DYk03pdDqsXrMazo86Q+QgEjpOjaGKUKHhBw3h97IfcqQmDJ79O/yHL8Tuk4lCR6sWZq0+iJ0nErB6zc+oX7++0HGIiKqtJ598Em+88QZ+WvgR4s8eFzoOzGYzdmz6CS8/0xb/7PwNysZd4TNhFZSN2gsdjSqRTNMETq5e+Omnn4SOQnbszhkfIpF1HcPLywtvvPEGpk2bhqKionK3OXv2LFQqFeRyOcLDw+Hn52f1gQBbY7Enm9q0aRPy8/Lh1t5N6Cg1jkgkgmsrVwTPCUa96Hq4odfh8bd+RuMxP+D0lXSh4wlm54kEzPjpAGbMmIHHH39c6DhERNXe7NmzEdUqCp9PG4vc7AzBciRcOo+3X+iDxZ9MgcHJBXVHfgN1n1chFnPC2JpGJBLDKbQTVq/5+a4Fi+h+goODIRKJEBsba/VjXnvtNej1eixcuLDc+xs1aoRTp07hwoUL0Ov12LNnT7WdfJnFnmxq+YrlcA5xhlMdJ6Gj1FgiBxE8Onsg5NMQ1H2mLmJvZqDZ+GVoP+knJKVnCR3Ppq7fysHQjzeje7dumDp1qtBxiIjsgqOjI9atWwtTUQG+njnB5pOz6nX5WPb1dLwR3Q0Jl2Ph3vVF1H/xO0g9/Wyag2xLGdEF2VmZ953MjOhuPDw80KNHDyxYsAD5+fll7s/Kyipzm0qlwvvvv49Zs2YhJyenzP1SqRRBQUEIDAyEk1P17i885Ek2c+PGDezetRvez3sLHaVWEEvF8OrtBY9OHrj15y0c2nYDgSO+Re+WDfDjm33g4aIQOmKVMhhNGDTrD8iUrli5ahXEYh7HJCKylq+vL1atWolevXph06oFeOq5CVW+T4vFgiN//YnvP30bWZlaOPk3g1f/tyGW1ux/r6iY1Msfcp8grFixAv379xc6Dt1F7C3bHOh70P0sXLgQ7dq1Q1RUFGbOnInIyEgYjUbs3LkTixYtKnc0/8UXX8QXX3yBNWvWoHXr1g8bXTAs9mQzq1atgshBBNcoV6Gj1CoOSgd4P+0Nz8c9ceu3W9jy1xXUGTQfwzqH49tXe0ImrZm/Bt7+YR+Oxqdi//79UKvVQschIrI7PXv2xNtvv41PP5uLR1p3QWBI4yrb183UZHz36buIObgLEqUbvAbNglzTpMr2R9WTLKwzNm9egYyMDHh4eAgdh/6HWq2GQi7D8F9tt8ybQi6r8Ge4wMBAxMTEYNasWXj99deRmpoKLy8vtGjRAosWLSr3MY6Ojvjwww8xdOjQyogtGJGF60qQDVgsFoRHhCPNJQ2+L/kKHadWK0wvxM0NN5F9NBtSqQMmPNkcc1/oUqNGtDcduIgBMzbiyy+/xKRJk4SOQ0Rkt4qKitCqVRSy84swd+k2OEor91RUo9GA39csxtrv58FssUDZvC9cO0XXqH+TyHqmvEykLIrGwgXzMW7cOKHj1FoFBQVISEhAYGAgZDJZye3JycnQarU2y6FWq6HRaGy2v+rqbu/Hf7HYk03ExMSgRYsW8H/NH86R1W95iNpIn6RH+vp05J3Lg0LuiBnD22PKs22EjvXQMnL0CBuzBG07PIZfN22yemZUIiIq35kzZ9CyZUv0GfQinn/5/Up73gunDmPRx28gJekyHOs2RJ2B0yBx9qy05yf7dOuXGWji5YjDhw4KHaXWsrZIkm1Y+37wcCjZxIoVK+Dk7gRVhEroKPQvub8cAW8EIOCtAFi8JXjz+33wHPgVftp5TuhoD+X1b/egyCzGosWLWeqJiCpBZGQkZs6cid9WLUTs6aMP/Xw5Wbcxf9ZkTH2pP9LTUqHuOwX1or9iqScAgCK8C44cPoQrV64IHYXIrrDYU5UzGAz4adVPULVWce36akgVpkKDaQ2gmaBBvsKM5+duht/QBdh27KrQ0SpsV0wilu84i08/+xw+Pj5CxyEiqjGmTJmCNm3aYv5HE6HXlZ1t2hpmsxm7N6/By8+0xb4/10MR3gk+E1ZCGd6pktOSPZMHt4ZEpsDKlSuFjkJkV1jsqcr9+eefyLydCff27kJHobsQiURwaeGCoNlBqD+6PtIMevR6dx3CRn2H4xdThY5nlXx9EV78cge6dO6MUaNGCR2HiKhGcXBwwI8/rkB2xk38uGBmhR+ffDUOU1/qhwWzXkWhgxx1R3wFr75TIHZwrIK0ZM/EjjLIgtth2YofwSuGiazHYk9VbsWKFVAGKCHz4zU61Z1ILIJ7B3eEzA2B9xBvXLqdhVavrEDrV1bgSkqm0PHuafqP/yA1Mx/fff89T8EnIqoCQUFBmDdvHrZvXIFTR/ZZ9ZgCfT5+WvgRXnuuKy7FnoFb51GoP24JpF4BVZqV7Jsy4jEkJVzFoUOHhI5CZDdY7KlK5ebmYvOWzXBuzQnz7IlYKoa6hxohnzWC15NeOHY1DcGjvkXPd9biVpZO6HhlHItPxRcbj+GDD2YiKChI6DhERDXWSy+9hMcf74aFs19FXk7WPbc9fmAnJgx6FJtWLoSjbwTqjf8Jrq2fsk1QsmtOmsZwcquDn376SegoRHaDs+JTlVqzZg2GDh2KkE9DIFVLhY5DD8iYbcTNP24iY08GxGIRBnUIww+v9YRCJvx7ajCa0PKVH+Hg7I2jx45DIpEIHYmIqEa7fv06wiMi0KbLk3jp7U/L3K+9eQNLPn8PR/76ExKFCzz6vgl5QDPbByW7lvnXciB2F26mp8HJqXKXWaR746z41QtnxadqYd26dVA1VLHU2zmJqwT1htdDyCchcGnlijV7L8DtqS8xacFOGI1mQbPNW3cE5xO1+GHJUpZ6IiIb8PX1xcdz5mDnbytx4dThkttNRiP+WPMtXnm2HY4f2AXnFn3h8/JKlnp6IMqIx5CTnYWtW7cKHYXILnDEnqpMXl4ePNWe8OjvAXUvtdBxqBIVXCtA+i/pyD2dC7nMEe8Nbot3hrSBWGzbY4Xx126j6bhlmDT5NXzyySc23TcRUW1mNpvRrl173LiZgU9X7MLV+LNYNOd1JF+Ng6NXAOo8PR0SFy+hY5Kdu/njZHRv3Ribfv1V6Ci1yt1GiJOTk6HVam2WQ61WQ6PR2Gx/1ZW1I/Ys9lRlfv75ZwwZMgQh80Ig9eKIfU2UfzEf6WvTobuig6uzEz4b8xhG925qk32bzRZ0fmMNbuQ74Oy585DL5TbZLxERFTt79iyaN28O/6AIXIk7AwcnGdy6joOqSVeho1ENkXNsE/L+/hG3b2vh7Mz5mmylvCKZnJyMsLBQ6HR6m+VQKOSIjY2r9eXe2mLP81apyqxfvx6qBiqW+hpMGaJE4NRA5J7ORfq6dIz54k+8/+Pf+HZSD/RtG1yl+/5+6yn8fTYZe/bsYaknIhJAkyZNMGzYMKxcuQqygKbwGjgNYgn/zafKowhpi8w9P2D79u14+umnhY5Tq2m1Wuh0eqx8uy/CNJ5Vvr/Y5NsY/vEf0Gq1FSr20dHRWLFiBcaOHYvFixeXum/8+PFYtGgRRowYgeXLlwMArl27hhkzZuDPP/+EVquFj48P+vfvj2nTpsHTs+pfZ2VisacqkZ+fjy1bt8DtSTeho1AVE4lEcGnmAudIZ2Qfzkb6L+l4ctoGBNV3x49v9kHbcN9K32eKNhdv/vAXRo8ahS5dulT68xMRkXUWLFiAXbv3INNBAhHXpKdKJnGtC7l3A/z2228s9tVEmMYTzYO9hY5xT35+fvj555/xxRdflAz+FBQUYM2aNaUOEly9ehVt27ZFSEgI1qxZg8DAQJw/fx5TpkzBn3/+icOHD8PDw0Ool1FhnDyPqsSWLVtQWFAI15auQkchGxGJRXBr54bgT4LhM8wHCVk5aDd5JVq8tAzx125X2n4sFgvGf70DCpUL5n1adjZmIiKyHaVSifnffA3dlePQXzp8/wcQVZA0sBV+/2MzDAaD0FHITjRv3hwajQYbN24suW3jxo3w8/PDI488UnLbyy+/DKlUih07dqBTp07QaDTo1asXdu3ahZSUFLz33ntCxH9gLPZUJdatWwdVoArSOjwlr7YRO4rh2c0TIZ+GoE7/OjiZfBNhY75H1ylrkJaR99DP/8v+ePx+6BLmL1gId3f3SkhMREQPo1+/fujZqxdy9n4Pc1GB0HGohpEHt0FOdhYOHDggdBSyIyNHjsSyZctKvl+6dClGjRpV8n1GRga2b9+O8ePHl7mk09vbG8OGDcPatWthT9PRsdhTpcvPz8fmLZuhbKEUOgoJyEHugDr96qDRZ43g0c0Te84mof7QBXhm5q/I0xU90HPqCgyYvHgP+vfrh4EDB1ZyYiIiehAikQjzv/kGZl02sg+vEzoO1TBS7yA4uarx22+/CR2F7Mhzzz2Hf/75B4mJiUhKSsKBAwcwfPjwkvsvXboEi8WCsLCwch8fFhaGzMxM3Lp1y1aRHxqLPVW6rVu3orCgEC6tXISOQtWAxFkCnyE+CJkbApe2rvjln3i4P/0lXvpqGwwGU4We6/MNR3ErW4fPPv+8itISEdGDaNiwId56cwryj/8GY479fBCm6k8kEsGxQRQ2/LrJrkZPSVhqtRp9+vTBihUrsGzZMvTp0wdqtfXLb9/5WROJRFUVsdKx2FOl27RpE5QaJZzqOgkdhaoRqacUvmN8EfRREOSNlVi8+RRcnvoC01fsh9lsvu/jb2bm45N1R/HKKxPQoEEDGyQmIqKKePPNN+Hm6oLsv1cKHYVqGEVQa1xLSsS5c+eEjkJ2ZNSoUVi+fDlWrFhR6jR8AAgKCoJIJMKFCxfKfWxcXBzc3d0rdDBAaCz2VKlMJhO2/LkFiqYKoaNQNSWrL4P/JH80mNoAYo0UM1cehPtTX2Hh7zH3fNwHPx2Ag8TJ7iYyISKqLZydnfHhzA+Qd34Pim5eFToO1SAyTSQkMgV+//13oaOQHenZsyeKiopQVFSEHj16lLrP09MT3bp1w8KFC6HX60vdl5aWhlWrVmHQoEF2NWLP5e6oUh0+fBjZmdlo0JQjqnRviiAFAt8JRN65PKSvTcfL3+zABysPYOGEbhjYIbTUtvHXbuPbracwZ87HdremKBFRbTJmzBh89vkXSP1rObyemSl0HKohRBJHOAU0x8ZfN/EAv8BikytvpaOq3o+DgwNiY2NL/vxf8+fPR7t27dCjRw989NFHpZa7q1+/PmbNmvXQGWyJxZ4q1ZYtW+Dk4gR5A/n9N6ZaTyQSwbmJM1QRKmQfzUb6L+l4euYmBPq4YfkbvdExsnit0beX/AXf+vUxYcIEgRMTEdG9ODo64tN5czFgwADoE2IgD2wudCSqIWRBrRGz+TPcuHED9erVEzpOraNWq6FQyDH84z9stk+FQv7Qp8K7uNx9zq/g4GAcP34cM2bMwKBBg3D79m14e3ujf//+mD59ul2tYQ8AIgtnoaBKFNEkAjdcbsD3RV+ho5AdshgtyNyfifRf02HKM6FpoBcmDWiJUZ/9iZUrV2LYsGFCRyQiovuwWCxo1/5RnE5Ig9dzX0AkLjtSRlRRJn0uUuYPx8IF8zFu3Dih49RoBQUFSEhIQGBgIGQyWcntycnJ0Gq1NsuhVquh0Whstr/q6m7vx3+x2FOlSU5Ohr+/P/xe8oNra1eh45AdMxeacXvnbdz64xbMRWaENQrFufPnIRZzWhAiIntw6NAhtGvXDp59XoWqcVeh41ANcWvte+gQ6oNtf/4pdJQazdoiSbZh7fvBT8lUabZu3QqRWARVY5XQUcjOiZ3E8HrCC/Wi6wEWYOr777PUExHZkbZt2+KpgQORd2AVzIZCoeNQDeHUMAp7du9Bbm6u0FGIqh1+UqZK88fmP6AKUcFByVPu6OFZzBZk/pmJjp06YsiQIULHISKiCvp4zhwY8zKQe4IzmVPlkAe1hsFQhO3btwsdhajaYbGnSqHX67F7924oIrnMHVWOnGM5yE/Ox+xZs+1qqREiIioWHByMcWPHIv/YRpgLdULHoRrA0c0b8rqB+O2334SOQlTtsNhTpdi7dy8KCwrh3NRZ6ChUA1hMFtz+7TZ69OyB9u3bCx2HiIge0Ntvvw1LUQFyT20VOgrVENIGUfj9j80wGo1CRyGqVqplsQ8ICIBIJOKXSISAgACh3w6rbNmyBfI6cjjVcxI6CtUAWQezoLuhw+xZs4WOQkRED8HX1xcjR0ZDd/w3mA0FQsehGkAeFIWc7CwcO3ZM6ChE1Uq1LPZJSUmwWCz8sliQlJQk9NthlT+2/AF5EzlPmaaHZjaakfFHBgY8NQDNm3P9YyIie/f222/DqM9B3ukdQkehGkDqHQSJTIG9e/cKHYWoWqmWxZ7sS0JCAq4lXYMqgrPh08PLPpIN/U09Zn4wU+goRERUCRo0aIBhQ4dBd3wjLEaD0HHIzonEDpD6RmD3nj1CRyGqViRCByD7t3fvXojEIigbKYWOQnbOYrEga0cWevbqicaNGwsdh4iIKsm7776DlSt/Qt653XBu1lPoOGTnpL5NcODAGhQVFUEqlQodp9ZITk6GVqu12f7UajU0Go3N9mfvWOzpoe3ZswfKACWXuaOHlh+bj/ykfLyx5A2hoxARUSUKDQ3F008/jd93/QJVk8chcuBHUHpwMv9IZO1biqNHj+LRRx8VOk6tkJycjEahjVCgt91cGTK5DPFx8Sz3VuJvVXooFosFO3btgKyFTOgoVANkbMtA48jGeOyxx4SOQkRElWzq1KlYv74p8mP/gqpxV6HjkB2T1gmEo1yFvXv3stjbiFarRYG+AL4v+tpksuzCG4W4/t11aLVaq4p93759odfrsWvXrjL3HTp0CO3atYOzszNyc3Pv+hz79u1Dp06dHiq3kOziGvu+ffvi8ccfL/e+Q4cOQSQSISYmBp07d77nDPN//fXXXfexfft2tGnTBs7OzvDy8sLAgQORkJBw32xbtmxB69atIZfLoVar8dRTT5Xcl5GRgb59+0KlUqF58+Y4ffp0qceOHz8en332mZV/C9VTfHw8bqXfgjKMp+HTwylIKUDOmRy8+cabnISRiKgGioyMxBN9+yL/yC+wmE1CxyE7JhI7wNE3HLv3cAI9W3Oq5wR5gLzKvyp68GD06NHYs2dPuROPL126FM2aNUNiYiJSU1NLfSUlJaFx48Zo2bIlWrduXVl/TYKwi2JvzRvVvHlzbNy48YHerKtXr6Jfv3547LHHcOrUKWzfvh1arbZUSS/Phg0b8Nxzz2HkyJE4ffo0Dhw4gKFDh5bcP2vWLOTm5iImJgadOnXCmDFjSu47dOgQjh49ismTJz/YX0o1sWfPHogdxFCGsNjTw7m9/Tbq+tTFoEGDhI5CRERV5P2pU1GgvQbdxUNCRyE75+QXiUOHDqGwsFDoKFQNPPHEE6hTpw6WL19e6nadToe1a9di9OjR8PDwgLe3d6mvDz/8ELdu3cKvv/4Kmcy+z0C2i2JvzRsF4IHfrJiYGJhMJnz00Udo2LAhmjdvjjfeeAOnT5+GwVD+7K1GoxGTJk3CvHnzMG7cOISEhKBRo0Z4+umnS7aJjY3F4MGDERISghdffBEXLlwAABgMBrz00ktYvHgxHBzs+7r03bt3QxmkhNjJLn6UqJoyZhuRcygHkydO5iQ4REQ1WFRUFB7t0BG6mD+EjkJ2TqaJRFFhAQ4fPix0FKoGJBIJnn/+eSxfvhwWi6Xk9vXr16OoqAjDhg0r85iFCxfixx9/xMaNG+Hr62vLuFXCLtrYg7xRgPVvVsuWLeHg4IBly5bBZDIhOzsbP/30E7p37w5HR8dyHxMTE4OUlBSIxWI88sgj8PHxQa9evXD+/PmSbZo2bYo9e/bAaDRi+/btiIyMBAB88skn6Ny5M1q2bPkgfx3Vhtlsxu69uyELte+jWyS823tuQ+ooxdixY4WOQkREVWzypInQXTuPovSrQkchO+ZYJwCOCmfs27dP6ChUTYwaNQqJiYmlfiaWLl2Kp556Cu7u7qW23b9/PyZPnowFCxagXbt2Nk5aNeyi2AMVe6OAir1ZAQEB2LFjB9599104OTnBzc0N169fx88//3zXx1y9WvyP0YwZMzB16lRs3rwZ7u7u6NSpEzIyMgAAb7/9NiQSCRo2bIhff/0VS5YswaVLl/Djjz/i/fffx7hx49CgQQM8++yzyM7OvmfGHTt2YPLkyXj11Vfx3Xff4ezZszCZhL0+7ezZs8jOzIYqjOvX04MzF5mRvTcbY0aPKff/ZSIiqln69esH73r1kXtys9BRyI6JRGJIfRtj126uZ0/FQkND0a5dOyxduhQAcOXKFfz9998YNWpUqe2Sk5Px9NNP48UXXyx1qbS9s5tib+0bBVT8zUpLS8OYMWMwYsQIHDt2DH/99RekUimefvrpUmcI/C+z2QwAeO+99zBw4EC0aNECy5Ytg0gkwvr16wEArq6uWL16NZKSkvDXX38hPDwcY8eOxbx587Bq1SpcvXoV8fHxUCgUmDlz5j0znjlzBrt27cLWrVsxfvx4REZGwt3dHY8//jjef/99bN26Fbdv377va61Me/bsgYPUAfKGcpvul2qWrANZMOQaMGnSJKGjEBGRDUgkErwy/iXoY/+CSX/3GaqJ7kfq1xhHDh+GXq8XOgpVE6NHj8aGDRuQk5ODZcuWwd/fH127/v8qHHq9HgMGDEBERAS+/PJL4YJWAbsp9sD93yjgwd6sBQsWwMXFBXPnzsUjjzyCjh07YuXKldi9ezeOHDlS7mN8fHwAAOHh4SW3OTk5oUGDBkhOTi73MUuXLoWbmxv69euHffv2oX///nB0dMQzzzxz39OI3njjDZw7dw7x8fHIzs7Gvn378O6770KpVOLbb79Fnz59oFar0ahRI0RHR+Pbb7/F6dOnq3RUf9fuXVCGKCF2tKsfI6pGLGYLsnZmoV//fmjYsKHQcYiIyEZeeOEFiC0W5J3ZKXQUsmMyTSQMhiJeZ08lnn32WTg4OGD16tVYsWIFRo4cWWq1pTFjxiAjIwPr16+HRFKzVn63q1fz7LPPYtKkSSVv1AsvvFBmWaw7b9b27dutfrN0Ol2ZSezufH9nZP6/WrRoAScnJ8THx5esn2kwGJCYmAh/f/8y29+6dQsffvgh/vnnHwCAyWQqmZjPYDBUqIArlUp06tSpZJ1Fi8WChIQEHDp0qORr5cqVMJlMUKlUiIqKQtu2bdGmTRu0adMGarXa6n3djdlsxt///A35YxytpweXeyYXuhs6THljitBRiIjIhurUqYNBgwZh/dY/4dKqH0Ri+55MmITh6OUPqdIVe/fuRZcuXYSOUysU3rDNKgQPuh+VSoVBgwbh3XffRXZ2NqKjo0vumzdvHtavX48//vgDRqMRaWlppR7r6uoKudx+u43IcrdzzQUkEonuegr8mDFjsHHjRmRnZyMhIQEajabkvnnz5uG9997DH3/8gaZNm5Z57N3erD179uDxxx/HjBkzMGTIEOTm5uLdd99FXFwcYmNjIZfLcfToUTz//PPYvXs36tevDwCYPHkyfvnlFyxduhT+/v6YN28e/vjjD8TFxZW5Vnjo0KFo164dXnnlFQDA3LlzsW7dOvz00094/fXXERgYiAULFlTo7+JedDodjh8/Xqrs37x5EwAQHBxcUvTbtm2Lxo0bV/iI1YULFxAREYGANwOgCuc19vRgkuYmIdQ5FEcPHxU6ChER2djRo0fRunVreA2cBkVQlNBxyE7d2jQbTT1FOHjgH6Gj1BgFBQVISEhAYGBgyapiycnJaBTaCAX6ApvlkMlliI+LL9X3rHHo0CG0a9cO3bt3x/bt20tuDwwMRGJi4l0ft2zZslIHAqqL8t6P8tjViD1QfDr+kiVL0L179zJv8sKFC2EwGNCzZ89yH3u3N+uxxx7D6tWrMXfuXMydOxcKhQJt27bFtm3bSg4E6HQ6xMfHl1r+bt68eZBIJHjuueeg1+vRunVr7Nmzp0yp3759O65cuYKVK1eW3PbKK6/g+PHjaN26NaKiojB9+vQH/Sspl0KhQMeOHdGxY0cAxaP6iYmJJSX/8OHDWL16NYxGI5RKJaKiokqKfps2beDl5XXP5z948CBEYhHkDez3qBYJqzC9ELkXcvHq6leFjkJERAKIiopC8xYtEXdyM4s9PTAnvyY4tm8pdDodFAqF0HFqLI1Gg/i4eGi1WpvtU61WV7jUA0Dbtm3LHRhNSEiojFjVlt2N2Nc2Vfl3odPpcOLEiZKif+jQoZJTUoKCgkqKftu2bdGkSZNSo/ojR47EL/t+QcCMgCrJRjVf+sZ06PbqcCv9ll2f9kRERA/uxx9/xIgRI1BvzGI4etr/OtJke0W3kpC69GXs3LkTjz/+uNBxagRrR4jJNqx9PzjrWS2mUCjQoUMHvPnmm9i4cSNu3LiBhIQErF69Gr1790Z8fDwmTZqE5s2bw9XVFZ07d8bBgwcBAPv/2Q9pQ6nAr4DslcVsQd7hPAwZNISlnoioFnv22Wfh7uGJ3FN/Ch2F7JSjWgOpyhV///230FGIBGV3p+JT1RGJRAgICEBAQACGDBkCoHiVgRMnTuDw4cM4duwY8vPzodVqcfXyVfh25ZF1ejC6izrob+oxYsQIoaMQEZGAZDIZnn9uOBYt/QmWLqM4iR5VmEgkgqROEI4fPy50FCJBsdjTPcnlcjz66KMlM/8DwJYtWwAAioa8jokeTNaBLGgCNGjfvr3QUYiISGDPP/88vvrqKxQknIS8YUuh45AdktRtiKPH/xI6BpGgeCo+VdiRI0fg5OoERy9HoaOQHTIXmpF3PA8jR4wss1wlERHVPo888ghCQsOQf2Gv0FHITjnVDYL2Zjpu3LghdBQiwbDYU4UdOnwIToFOLGX0QHJicmDQG/D8888LHYWIiKoBkUiEkSOeR8HlwzAX6oSOQ3ZI6h0EADhx4oTASYiEUy2Lvb+/P0QiEb9EIvj7+wv9dpRiNptx+MhhyBpwhkx6MDkHc9C2fVs0aNBA6ChERFRNDBs2DGZDEXTxB4SOQnbIwcULUqUriz3VatXyGvvExEShI9BdXLx4EXk5eVA3UAsdheyQIdOA3PO5GPXtKKGjEBFRNeLn54eOnTrjWOw+qCK7CR2H7IxIJIKkbkMc4wR6VItVy2JP1dexY8cAAPJALlFGFZd1KAuOjo545plnhI5CRETVTPSI5/HXqFEw5tyCxMVL6DhkZyR1GuLYcS55V5WSk5Oh1Wpttj+1Wg2NRmOz/dk7FnuqkFOnTkFRVwEHJZejoYqxWCzIPZiLAf0HwNXVVeg4RERUzQwcOBDjXhqP/Av74NqGB4CpYqTeQbh1eD1SU1Ph4+MjdJwaJzk5GaFhodDr9Dbbp1whR1xsHMu9lVjsqUJiTsZA4ssfG6q4gqQC6K7ruHY9ERGVy9nZGQP698dve/bB0vppTtJLFeL07wR6MTEx6NOnj8Bpah6tVgu9To+RXwyGT1CdKt9f6uWbWPbqz9BqtRUq9tHR0VixYgXmzJmDt99+u+T2TZs2YcCAAbBYLNi3bx+6dOmCzMxMuLm5VUF6YbChkdUsFgtOnT4FWSdOnEcVl3UgC151vdCtG6+dJCKi8j3//HP4+ec1MNxKgLQOJ1kl6zm41IGjwgUnTpyodsU+ICAASUlJQsewmr+/PxYvXoz8/PyS2+Li4gAAPkF1oGnsa7MsFy5cgNlstmpbqVQKAJDJZPjkk08wduxYuLu7V2W8aoXFnqyWkpKCrIwsng5DFWYxW5B3PA8vjXgJEgl/7RARUfm6du0KpbMzdJeOsNhThYhEIjjWbYjj1XACvaSkJFgsFqFjWK2goAAJCQkIDAyETFY8oCcWC7OYWnh4OJo3b27Vtnfe+8cffxyXL1/GnDlzMHfu3KqMV61Uy+XuqHo6deoUAEDmxxF7qpiC5AIUZhaiX79+QkchIqJqTCqVok+v3ii6ckToKGSHJHUb4uhxLnlX2zk4OGD27Nn45ptvcP36daHj2AyLPVnt9OnTkCqlcPR0FDoK2ZncU7lQuajQvn17oaMQEVE1179/P+hTL8OYc0voKGRnpHWDkJ56A+np6UJHIYENGDAAzZo1w/Tp04WOYjMs9mS1U6dOwUnjxMlsqMJ0Z3Xo2b0nHB15UIiIiO6tV69ecJBIoL98VOgoZGek/06gd+IER+0J+OSTT7BixQpcuHBB6Cg2wWJPVjsecxxSP6nQMcjOGLONyLuSh759+wodhYiI7ICbmxs6duiIAp6OTxUkca0LR4Uziz0BADp27IgePXrg3XffFTqKTbDYk1Vyc3OReDWR19dTheWeyYVIJEKvXr2EjkJERHZiwID+KEg6A3Nh/v03JvrX/0+gV/2LfXR0NEQiEcaNG1fmvvHjx0MkEiE6OvqBtweAtLQ0TJgwAQ0aNICTkxP8/PzQt29f7N69+665zp8/j4kTJ+L69es4d+5ctbmswWg04uzZsygsLKzQ4z7++GP88ccfOHjwYBUlqz44PTVZ5ezZswAAmYbFniom73QeWrRqAS8vL6GjEBGRnXjyyScxceJE6K+egDKso9BxyI5I6gTh6PFDQsewip+fH37++Wd88cUXkMvlAIpnpF+zZk25q1BVZPvExES0b98ebm5umDt3LiIjI2EwGLB9+3a8/PLLJcvX/ZdOp4Ovry/c3d3LXcko9fLNh33ZVvnvflJSUuDl5QUnJ6cKPU+TJk0wbNgwfPPNN5UZr1pisSernDp1CmKJGE71K/Y/E9VuZqMZuvM69HuXs+ETEZH1/P39EdEkEomXj7DYU4U4evkj7cgvyM3NhbOzs9Bx7ql58+a4evUqNm7ciGHDhgEANm7cCD8/PzRoUHa5x4psf2cU/+jRo1AqlSW3R0REYNSoUXfN1KpVKzRp0gQJCQkoKioquV2tVkOukGPZqz8/1GuuCJlcBrVajby8POTn5z/wktsffvgh1q1bV8npqh8We7LKhQsXIPeWQyzh1RtkPd1FHQx6A/r06SN0FCIisjMDB/THnHmfw2IyQuTAj6xkHUeP+gCAixcvokWLFgKnub+RI0di2bJlJUV96dKlGDVqFPbt2/fA22dkZGDbtm2YNWtWqVJ/h5ubW4VzajQaxMXGQavVlrrdYrEgJycHN27cKLXu/X8lJCRAJpPBx8en5LacnBykpKSgUaNGEIlEuHTpEnx8fKBUKpGUlIQGDRrA19cXsbGxCAgIsGoC7+XLl5e5zd/fHwUFBSXfd+7cGRaLxcpXbj/4W5KsEhsXC4e6DkLHIDuTezoXdXzqoFmzZkJHISIiO9OvXz/MnDkThdcvQOYfKXQcshOOHr4AgLi4OLso9s899xzeeecdJCYmQiQS4cCBA/j555/vWuyt2f7y5cuwWCwIDQ2t1KwajaZk1Fyn0yEuLg4WiwVubm5o3rw5XF1d7/pYR0dHqNXqUsU+Ly8PKpUKkZGRkEqlCAkJwbVr12A0GtGyZUv4+fkhLS0NLi4uEIvFiIuLg9FoRJ06dVCnTp1KfW01AYs9WSU2LhbSZpwRnypGf0aPYU8M4xKJRERUYc2aNYObuwcKkk6z2JPVxE4KOLmq73oNeWUrKCjAlStXcPHiRVy6dAkXL15ESkoKPv30U0RERNz38Wq1Gn369MGKFStgsVjQp08fqNXqh9r+zmh0VX7+kslkCA8Ph8lkQmZmJhISEtCoUaOSa/8r4k5OZ2dnhIeHl9xeUFCA27dvIzw8HPHx8ahTpw5cXV1x/vx5qFQqKBSKSns9NQGLPd1Xfn4+UlNSUb9nfaGjkB0pTCuELlXH0/CJiOiBiMViPNalC7YdOyt0FLIzDm71K7XYGwwGJCYmlhT3//1vcnJySZF2dnZGSEgIQkND4eLiYvXzjxo1Cq+88goAYMGCBQ+9fXBwMEQiEWJjY9G/f3+rc1SEWCwuOe1eqVQiPz8fN2/ehL+/f7nbOzo6wmAwlLrNYDBAJBLBwaHsWcEWiwVJSUnw8/MDUHyGgLu7OxwcHODs7Izc3FwW+/9gsaf7unz5MgDAyYcT55H1ck/nwlHqiK5duwodhYiI7FSXLp2x6bffYC4qgFjKlXnIOmKP+jh3oWLF3mw24/r162WK+8WLF5GQkACj0QigeKQ6KCgIISEhGDx4MEJCQhAcHIyQkBDUqVPngUbJe/bsWTJRXY8ePR56ew8PD/To0QMLFizAxIkTy1xnn5WV9UDX2d+P2Wy+630qlQpZWVmlbsvJyYFCoYBYXHYOL61WCwcHB7i5uZX83d85gFITr4+vDCz2dF/x8fEAAKk3T8Un6+nO6tCpUyeoVCqhoxARkZ3q0qULzCYjClNiIQ98ROg4ZCccPXxx9e/dMJlMpUaDLRYLbt68Waq03/nz5cuXSyZYk0gkaNCgAYKDg/HEE0+UFPfg4GD4+vqWW0QfhoODA2JjY0v+XBnbL1y4EO3atUNUVBRmzpyJyMhIGI1G7Ny5E4sWLSp5/H8VFRUhNjYWYrEYFosFRUVF0Ol0pUbor1+/DldXV0il0pJT8XNzcxESElLyPNevX4fBYEBgYCAAwMvLCzdv3sS1a9egVquRn58PrVZb7uz/BoMBqampJXMESCQSyGQy3Lx5Ey4uLsjJySl1rT4VY7Gn+4qPj4eTixMkKv64kHUsRgt0l3To/nx3oaMQEZEdCw8Ph4faCwXXzrLYk9UcPeqjqKgQSUlJUCgUePPNN3HhwgVcvHgRubm5AIqv69ZoNAgODkbHjh0xevTokvIeEBAAR0dHm2auyKn71mwfGBiImJgYzJo1C6+//jpSU1Ph5eWFFi1aYNGiRXd93I0bNzBgwAAsXrwYarUa6enpSE9Ph7OzMxo1agQAMBqNSEhIgMFggIODA+RyOUJCQkplMhgMpZbLc3JyQnBwMK5du4abN2/C0dERfn5+cHd3L5Ph2rVr8Pb2hlT6/4OKgYGBSEhIwM2bN+Ht7V3ubP+1ncjCcxnoPoYPH47fj/0O/3fLv2aG6L90V3W4OvMqDh48iLZt2wodh4iI7Nizzw7ClkNn4TVsntBRyE4Ys9ORsng0tm7diuDgYEyaNAk+Pj6lTptv2LDhXZdmq2wikciuTh8vKChAQkLCPZevq46OHz+Oli1bCh2j0ln7fnAIlu7rQtwFLnVHFaK7pIPUSYrmzZsLHYWIiOxcly6d8cvGDTAX6SGWVnzGbap9HJzVEEscceXKFfTq1QtbtmwROhJRlWOxp3uyWCy4ePEiVD15nTRZT39Jj1ZRreDkxAkXiYjo4XTp0gUWkwmF1y9A3qD6r0tOwhOJHeDk7l0yATRVjuTkZGi1WpvtT61WQ6PR2Gx/9o7Fnu4pPT0d+bn58PT2FDoK2QmLxYKCywXoNL6T0FGIiKgGaNSoEdR16qIg+SyLPVlN5FKXxb4SJScnI6xRI+j+nWDQFhQyGWLj41nurcRiT/d08eJFAJwRn6xXdLMIhVmFePTRR4WOQkRENYBIJMLjj3XB73+fFDoK2REHNx/EX7okdIwaQ6vVQldQgE98fNBQWvVnZF4pKsRbqanQarUVKvbR0dFYsWJFyfceHh5o1aoV5s6di8jIyFLbvvjii1iyZAlWrVqFwYMHl7pv0KBBSExMxMGDB0tWHjAYDGjdujXCw8OxcuXKh3h1VYPFnu4pKSkJACBVs9iTdXSXdBCJRJw0j4iIKk379u2xbv0vsBgNEElsO1s52SeJmw+Sz+6A2Wyu9OXparOGUieEV/MJ9Xr27Illy5YBANLS0jB16lQ88cQTSE5OLtlGp9Nh7dq1mDJlCpYsWVKm2C9cuBARERH4+OOP8d577wEAPvzwQ6SlpWH37t22ezEVwGJP95ScnAwnFyeInfgLkayjv6pHUEgQ3NzchI5CREQ1RIsWLWA2GVGkTYKTd5DQccgOSNx9UFRUiJSUFPj5+Qkdh2zIyckJ3t7eAABvb2+89dZb6NixI27dugUvLy8AwPr16xEeHo533nkHPj4+SExMREBAQMlzeHp64rvvvsMzzzyDvn37wmAwYM6cOfjtt9/KXaKvOmCxp3tKTk6GoyePjJP1ihKL0K5DO6FjEBFRDdK0aVOIxWIUpV1msSerOLr5AACuXLkieLH39/eHSCQSNENF+Pv7Y/HixcjPzy+5LS4uTpAsFy5cgNlstmrb/133/o68vDysWrUKQUFB8PT8/znDlixZguHDh8PV1RW9e/fGsmXL8MEHH5R67JNPPonBgwfj+eefh8FgwIgRI9C7d++He0FViMWe7ikpKQlid47Wk3XMRWboknWIiooSOgoREdUgCoUCIaFhuJ7GydDIOhLXuoBIhMuXL6Nz586CZklMTBR0/xVV3rrpQl3OEB4eXuHlkzdv3gyVqnhFr/z8fPj4+GDz5s0lr+HSpUs4fPgwNm7cCAAYPnw4Jk6ciOnTp5d5nV999RXq1asHFxcXfP7555XwiqoOGxvd09WkqxyxJ6sVXCuA2WhGq1athI5CREQ1TOtWLWG+dUXoGGQnRBJHyFzVdleq6eF16dIFp06dwqlTp3DkyBF0794dvXr1Kpk7bMmSJejRowfUajUAoHfv3sjPz8euXbvKPNfq1ashEomg1WoFO2vBWiz2dFcWiwUp11Lg6MFiT9bRX9XDUepYZtZRIiKih9WiRQsU3EyExWQQOgrZCbHSA+np6ULHIBtTKpUICgpCUFAQoqKisGTJEuTn5+P777+HyWTCjz/+iC1btkAikUAikUChUCAjIwNLliwp9TxXr17Fm2++ifnz5yM6OhrR0dEoLCwU6FXdH0/Fp7vKysqCLl9X6noUonvRJ+gRGRkJJ6eqXwaFiIhqlxYtWsBsNKDoFifQIyvJ3XDjRqrQKUhgIpEIYrEYer0eW7duRW5uLk6ePFmyjB1QPIfAsGHDcPv2bXh6esJsNmPkyJHo3LkzRo4ciYEDB6Jx48aYPn06Pv74YwFfzd2x2NNd3VkSgqfik7UMSQa06d9G6BhERFQDNWvWjBPoUYWIle5IYbGvVFeKbDNi/TD7KSwsRFpaGgAgMzMT8+fPR15eHvr27Ysvv/wSffr0QdOmTUs9JiIiApMnT8bKlSsxadIkfPXVVzh79izOnz8PAHBxccEPP/yAPn364KmnnqqW80mx2NNdsdhTRViMFujT9IiIiBA6ChER1UAKhQLBIaFISecEemQdB6U7Uq+eETpGjaBWq6GQyfBWqu0OlChkspLr4Cti27Zt8PEpXhXB2dkZoaGhWL9+PcLCwrBlyxasXr26zGNEIhGeeuopLFmyBL169cJ7772HH374oeR5AKB79+4YOXIkoqOjcfLkyWp3hiqLPd1VcnIyxBIxJC78MaH7K9IWwWwyo1GjRkJHISKiGqp1VEv8suuw0DHITjio3HFbexNms1mwWd1rCo1Gg9j4eGi1WpvtU61WQ6PRVOgxy5cvx/Lly+96v8Fw9zk6vv7665I/63S6crf57rvvKpTHltjY6K6Sk5Mh85RBJLafdTdJOIWpxadMsdgTEVFVad68OVau/hkWswkiscP9H0C1moPSHSajEbdv34aXl5fQceyeRqOpcNEm2+GhK7qrlJQUOLjxH02yTlFaEeQKOerVqyd0FCIiqqHCwsJgNhbBmHNL6ChkBxyU7gBQcr01UU3GYk93lZ6eDpEzR+vJOoWphQgKDoJIxJ8ZIiKqGqGhoQAA4+1rAiche+CgYrGn2oPFnu4q7WYaJM68WoOsY7xpREQYJ84jIqKq4+vrC5lcAcPt60JHITvAEXuqTVjs6a5u3boFB2eeik/WMaQZeH09ERFVKbFYjKCgYBgyWOzp/kQSKRzlziz2VCuw2FO5LBYLMm5ncEZ8sopJZ0JBVgGLPRERVbnGEWEwZ6YIHYPshKOzO1JtuEQbkVBY7KlcOTk5MBQZeCo+WaUwjTPiExGRbQQFBcGUzRFYspLcjSP2VCuw2FO5bt0qnm2Wp+KTNe4sdRccHCxwEiIiqumCgoJQmK2F2VAgdBSyBwp3pNzgiD3VfByOpXLdKfYcsSdrFKUVoY53HTg7OwsdhYiIariGDRsCAIxZaZB6BQgbhqo9B6UbbqTGCR2jRkhOToZWq7XZ/tRqNTQajc32Z+/Y2qhcHLGniihKK0Kz0GZCxyAiologKCgIAIs9WcdB5Y70izwV/2ElJycjLDQUOr3eZvtUyOWIjYtjubcSiz2ViyP2VBGmmyaE9QoTOgYREdUCdevWhVyhgDGTp1fT/Tko3ZGVk42CggLIZDKh49gtrVYLnV6PlSOjEebjXeX7i01Nw/Bly6HVaitc7NPS0jBr1ixs2bIFKSkpqFOnDpo1a4bJkyeja9euCAgIQFJSEtasWYPBgweXemxERAQuXLiAZcuWITo6uuT2kydPYvbs2di/fz+ys7Oh0WjQqVMnTJkyBSEhIQCADRs2YO7cuYiLi4PZbIZGo0HPnj3x2WeflcnYvXt37N69GwcOHECbNm0q/hdUDrY2KtfNmzchdZZC5CASOgpVcxaLBQVpBSW/1IiIiKqSSCRCvfq+uJlru1OCyX45KD0AFJe9gIAAYcPUAGE+3mhejUfQExMT0b59e7i5uWHu3LmIjIyEwWDA9u3b8fLLLyMurviyDD8/PyxbtqxUsT98+DDS0tKgVCpLPefmzZsxcOBA9OjRA6tWrULDhg1x8+ZNrF+/Hu+//z7Wrl2LXbt2YfDgwZg9ezaefPJJiEQiXLhwAbt37y6TMTk5GYcOHcIrr7yCJUuWsNhT1bp16xYcXRyFjkF2wFxghrHQCB8fH6GjEBFRLVHPxwept7KEjkF2QCwrLmnZ2dkCJyFbGD9+PEQiEY4ePVqqoEdERGDUqFEl3w8bNgxffPEFrl27Bj8/PwDA0qVLMWzYMPz4448l2+l0OowcORK9e/fGr7/+WnJ7YGAgWrdujaysLADF5f/RRx/FlClTSrYJCQlB//79y2RctmwZnnjiCbz00kuIiorCl19+WeZgwoPgrPhUrqysLIgV/PGg+zPmGgEAXl5eAichIqLaon49H0CfJXQMsgMix+LT7/Pz8wVOQlUtIyMD27Ztw8svv1xuUXZzcyv5c926ddGjRw+sWLECQHGBX7t2banyDwDbt2+HVqvFm2++We4+7zynt7c3zp8/j3Pnzt0zo8ViwbJlyzB8+HCEhoYiJCQE69atq8CrvDs2NypXbm4u4CR0CrIHphwTAKBOnToCJyEiotrC29sbFl2m0DHIDoj/LfZ5eXkCJ6GqdvnyZVgsFoSGhlq1/ahRo7B8+XJYLBb88ssvaNiwIZo1a1Zqm0uXLgHAfZ9zwoQJaNWqFZo0aYKAgAAMHjwYS5cuRWFhYantdu3aBZ1Ohx49egAAhg8fjiVLllj5Cu+NxZ7KlZubC5ETr6+n++OIPRER2ZqPjw+MuSz2dH8iKUfsawuLxQKgeB4Oa/Tp0wd5eXnYv38/li5dWma0/n+f836USiW2bNmCy5cvY+rUqVCpVHj99dcRFRUFnU5Xst2SJUswaNAgSCTFV8QPGTIER44cQXx8vFX7uRcWeypXdk42xDL+eND9GXOKi72np6fASYiIqLbw9vaGQZ8Li7FI6ChUzYl5Kn6tERwcDJFIhNjYWKu2l0gkeO655zB9+nQcOXIEw4YNK7PNncmh70y6dz8NGzbEmDFj8MMPPyAmJgYXLlzA2rVrARRfKrBp0yYsXLgQEokEEokE9evXh9FoxNKlS618lXfH5kblys3LZbEnq5hyTXBxc4GjIydbJCIi2/D2Ll5uy5SfJWwQqv4cHCESiVnsawEPDw/06NEDCxYsKPf9vjPR3f8aNWoU/vrrL/Tr1w/u7u5l7u/evTvUajXmzp1b7j7Le847AgICoFAoSrKsWrUKvr6+OH36NE6dOlXy9eWXX2LFihUwGo3WvdC74Kz4VK6c3ByI/Vjs6f6MuUao1WqhYxARUS1SUuzzMiBx5RwvdHcikQgOTjIW+0oSm5pWrfezcOFCtGvXDlFRUZg5cyYiIyNhNBqxc+dOLFq0qMxoflhYGLRaLRQKRbnPp1Qq8cMPP+CZZ57Bk08+iYkTJyIoKAharRbr1q1DcnIyfv75Z8yYMQM6nQ69e/eGv78/srKy8PXXX8NgMKBbt24Aik/Df/rpp9G4ceNS+/D398dbb72FLVu2oF+/fg/0ugEWe7qL/Lx8SGT88aD7M+WaULduXaFjEBFRLfL/I/a8zp7uz0HKYv+w1Go1FHI5hi9bbrN9KuTyCg8eBQYGIiYmBrNmzcLrr7+O1NRUeHl5oUWLFli0aFG5j7nf5aT9+vXDwYMHMWfOHAwdOhQ5OTnw8/PDY489ho8++ggA0KlTJyxYsADPP/880tPT4e7ujkceeQQ7duxAo0aNcOLECZw+fRrff/99med3dnZG9+7dsWTJEhZ7qnz5eflwl5U9HYXov0y5JngHeQsdg4iIahG1Wg2xgwOLPVlF7CjjrPgPSaPRIDYuDlqt1mb7VKvV0Gg0FX6cj48P5s+fj/nz55d7f2Ji4j0fX97p9S1btsSGDRvu+pguXbqgS5cud72/RYsW95yI7/fff79nJmuw2FMZJpMJhQWFcJA5CB2F7IAlz8IZ8YmIyKbEYjE8PNUw8Bp7soLIkSP2lUGj0TxQ0Sbb4EXUVMadI5qcPI+sYco1sdgTEZHNqVQqWAwFQscge+DoxGJPNR6bG5XBYk/WslgsKMopYrEnIiKbUyqVMLPYkzUkLPZU87G5URklxd6JPx50b+YCM0xFJtSpwxmJiYjItpw5Yk9WskhkyMtjsaeajc2NyigqKgIAiBxFAieh6s6UZwIALndHREQ256xSwlLEYk/3J3aUISc3V+gYRFWKxZ7KMBqNAACRmMWe7s1iKJ7dUyaTCZyEiIhqG2dnZ8DIYk/3J3LkiD3VfCz2VEZJsXdgsad7s5iLi71EwgU2iIjItpRKJWAsFDoG2QGRoxPy8rncHdVsLPZUxp1iz58Ouh8WeyIiEopSqQQMLPZ0f2JHGfLzdULHIKpS/DROZfBUfLKaufg/LPZERGRrSqUSFo7YkxVEjk7Q61nsH1ZycjK0Wq3N9qdWq6HRaGy2P3vHT+NURsmIvYOwOaj6s5g4Yk9ERMJQKjl5HllJxMGqh5WcnIzQ0DCbHiCRyxWIi4tlubcSP41TGSZT8UznHLGn++Gp+EREJBSlUglTkV7oGGQPLBaIxbzG9GFotVro9TqMeOwdeLtVfdFOy0rGij1zoNVqrSr2ovscvBkxYgSWL19eSemqJ34apzI4eR5ZrfgYEBwceHoHERHZlpOTE8wmg9AxyA5YLGY4sNhXCm83Dfy8QoSOUUZqamrJn9euXYtp06YhPj6+5Da5XC5ELJtisacyeI09WYsj9kREJBSz2QyRiAeWyQoWC8QiFvuazNvbu+TPrq6uEIlEpW6rDfgTTmXwGnuyFos9EREJxWw289ppso7FDBFH7KmG4084lVEyYs9/LOl+/j0Vn8WeiIhsrXjEnh9lyQq8xp5qAf6EUxlm879rmPGng+6DI/ZERCQUs9nMywbJKhaLhQNWVOOxulEZJROhmYXNQdUfl7sjIiKhFJ+Kz4+yZA0LxDwIRDUcfxtSGY6OjgD+v7QR3dW/B39Y7ImIyNZ4jT1ZzWLmqfhU4/HTOJVxp6Sx2NP93DkVn8vdERGRrZnNZojAYk9W4DX2lSYtK7lG7acmYbGnMjhiT9YSORR/oCoqKoJSqRQ4DRER1SYWi4Uj9mQdFvuHplarIZcrsGLPHJvtUy5XQK1W22x/9o7FnspgsSdriZ2K/5HMz8+Hu7u7wGmIiKg24az4ZC0LT8V/aBqNBnFxsdBqtTbbp1qthkajqfDjoqOjER0dXfmBqjkWeyqDxZ6s9b/FnoiIyJZMJhNH7Mk6HLGvFBqN5oGKNtkGf8KpjDvF/s4a5UR3c6fY63Q6gZMQEVFtk5ubC7FULnQMsgcWM5e7oxqPxZ7K4Ig9WUskLf5HkiP2RERkazk5OYBUIXQMshMcsaeajj/hVAZnxSdr8VR8IiISSnZ2NsARe7IGr7GnWoDX2FMZHLGvXcxmM0w5JhizjcVfuUYYc4ww5ZlgyjfBpDPBrDPDXGCGqcAEc5EZliILYAJEJkAsEeP69etCvwwiIqplMrOyAClXZKH7s/Aae6oFWOypDBb76s9sNsOcZ4YhywBjthGmXBMMOYbiIp5XtoxbCi0wF5mLy7hZBJgtsJgsMJssMJvM99yX2EEMJ4UUTkonyFXOkHk5QeEih0zlBJnSCQfWHeN1a0REZHOZmVkQO3kJHYPsgckIqVQqdAqiKsViT2U4OTkBACwGFvvKZDabYc43w5hlhCHbAFOOCYZcA0x5JpjzzDDpTDDpTTDriwu5uaj4C8YHKeMiSOVSyJROkKlUkHvKIHeRQaaSQa5ygpPKCXKV7N+y7lRc0lWy4u2d//3vv7dLpJJ7Fvdjv59GXl5eZf91ERER3VNWdjbEnv5CxyA7YC7Mh3sdV6FjEFUpFnsqQ6VSAQDMhfcuj7WB2WyGWWeGMdsIQ5YBplzT/5+m/u/IuElnKi7iBWaYC/+3jAMwF5/5YDb/W8bvcaxEJP7fMu4EuYcMchd5cfH+37L93/Jd6nsZZConODrdu4xXJqWrAllZWTbZFxER0R05OTkQ1ePkeWSFIh3c3XyETkFUpVjsqQylsvh6NXOBfRZ7i8UCk94EY6ax+PT0bBOMuaXLuFn37/Xi+n9Hxgv/MzJuBswm8/3LuEgEqdwRTkonyFQKyOvKIHeWQ+4sg9zZ6d8R8X9Hxv/3e1XxSPmd72UqJzjKHO3ylHaFi5zFnoiIbC4vJwdKJ15jT1Yw6ODqyhH7h5WcnAytVmuz/anVamg0Gpvtz96x2FMZjo6OkDpJbT5ib9QbYcz6dwK3HCNMOcVF3JhnLC7j+f+W8f8dGTdY/i3jKCnjFpMZlntdRSACpLI7I+MKyL1kxUXcRVamiJecnn6X09Wlcvss45VJ7ixjsSciIpsqLCxEUVEhnFnsyQqWQhb7h5WcnIywsDDodDqb7VOhUCA2NrbC5T4tLQ2zZs3Cli1bkJKSgjp16qBZs2aYPHkyunbtioCAACQlJQEA5HI5GjRogAkTJmDs2LEAgOXLl2PkyJElz6dUKtGoUSO89957eOqppyrvBVYyFnsql0KpsGrE3lRgKlXGjbnFE7mZ8kww6oww5/87gZv+39nUCy2wGP+dUf3fMm4xmWE2WWC5VxsXAVJZ8ci4UimHXH2njMvLL96q/z8tvWRk3Lm4sDsppLW+jFcmmasTMjIyhI5BRES1SHZ2NgBA7MRT8en+zIX5cHFxETqGXdNqtdDpdJj26icI8G1Q5ftLvH4VM794C1qttkLFPjExEe3bt4ebmxvmzp2LyMhIGAwGbN++HS+//DLi4uIAADNnzsQLL7yAvLw8LF++HOPGjYObmxsGDRoEAHBxcUF8fDwAIDc3F8uWLcOzzz6L8+fPo1GjRpX/gisBiz2VSyKR4PbO28g8kAlLkQUWgxki0/+PjFtVxgE4yhwhU0ohVyog95BD7uz0P2X8P8X7f05Rv3PfnWvIpQoplympply9nHH9Kpe7IyIi27l9+zYAQCx3FjgJ2QNjQT5H7CtJgG8DNGoYLnSMuxo/fjxEIhGOHj1acnkxAERERGDUqFEl3zs7O8Pb2xsA8NFHH2HdunXYtGlTSbEXiUQl93t7e+Ojjz7Cp59+ijNnzrDYk31xlEgg0Ung5e4BmbOseHmzck9Jd/r/kn7n+3//7KRkGa8N3HxcceKfc0LHICKiWiQlJQUA4OCsFjgJVXcWkxGmokIW+1ogIyMD27Ztw6xZs0qV+jvc3Nzu+liZTAaDwVDufSaTCT/++CMAoHnz5pWStSqw2FO5AgMbwL9uIaI/GyR0FKrm3L1dkZ6aDoPBAEdHR6HjEBFRLXD9evGZYhKVh8BJqLozFxVfE85iX/NdvnwZFosFoaGhVj/GaDRi5cqVOHv2LF566aWS27Ozs0tWCtPr9XB0dMR3332Hhg0bVnruysJiT+Vyd3fHtZwEoWOQHXDzdoXFYkFaWhr8/PyEjkNERLXA9evXIVW5QSSRCh2FqjlzIYt9bXHnEmFr5tJ66623MHXqVBQWFkIqlWLKlCklk+cBxafqx8TEAAB0Oh127dqFsWPHwtPTE3379q2aF/CQWOypXG6ubrh0s1DoGGQH3L2L/6G8fv06iz0REdnE9evXIeFp+GQFS2E+ABb72iA4OBgikQixsbHo37//PbedMmUKoqOjoVAo4OPjU+ZggFgsRlBQUMn3kZGR2LFjBz755JNqW+x5ATSVy83NDQW5BULHIDvg5lP8D+Wd6x2JiIiq2rVr1wAlT8On+zOz2NcaHh4e6NGjBxYsWID8/Pwy9//v8sxqtRpBQUGoV6+e1atlOTg4QK/XV1bcSsdiT+Vyc3ODnsWerKBwkcNJ7lRyvSMREVFVS0y+BjFH7MkKPBW/dlm4cCFMJhOioqKwYcMGXLp0CbGxsfj666/Rtm1bq5/nzmWmaWlpSEhIwHfffYft27ejX79+VZj+4fBUfCqXm5sb8nOq7xEpqj5EIhHcvV1Z7ImIyGZSUlIgafKI0DHIDnDEvnIlXr9arfcTGBiImJgYzJo1C6+//jpSU1Ph5eWFFi1aYNGiRVY/T05ODnx8fAAATk5O8Pf3x8yZM/HWW289UC5bYLGnchWP2OthNpu5ZB3dl5u3C0/FJyIim9Dr9cjOzICns6fQUcgOmAt1kEqd4OTkJHQUu6ZWq6FQKDDzC9sVW4VCAbW64mfm+Pj4YP78+Zg/f3659ycmJt7z8dHR0YiOjq7wfoXGYk/lcnNzg8ViQUFeIRQucqHjUDXn6u2C5GvJQscgIqJagGvYU0WYC/OhcnEROobd02g0iI2NhVartdk+1Wo1NBqNzfZn71jsqVxubm4AAF22nsWe7svN2xUXYi4LHYOIiGqBa9euAQAkKo7Y0/1ZCnVwYbGvFBqNhkW7GuM51lQub29vAED2zRyBk5A9UPt5IOVaCgoLuUQiERFVrYsXL0IkEkPiWlfoKGQHzIX5cOP19VQLsNhTuXx9fQEAWWks9nR/PsF1YTabcfHiRaGjEBFRDRcbGwuZZz2IJI5CRyE7YNZloZ6Pt9AxiKociz2Vy9XVFXKFHJlpWUJHITvgE1QHAHDhwgWBkxARUU137vx5iNx9hY5B9iI/A35+fkKnIKpyLPZULpFIhPr16yErNVvoKGQHlG4KuNVxZbEnIqIqd/58LCSeLPZkHWOutuRMVKKajMWe7srPT4PMNBZ7so5PcB0WeyIiqlK5ublIS02Boycn8KL7sxgNKMrNZLGnWoHFnu7Kt74vctLzhI5BdsI7qA7OnjsrdAwiIqrB4uLiAACOnjy1mu7PmHcbAFjsqVZgsae78vX1RRZH7MlKPsF1cOXyFRQVFQkdhYiIaqg7Z4Y58lR8soIpt3jNdRZ7qg24jj3dla+vLzLSsmA2myEW8xgQ3ZtPUF0YjUZcvnwZ4eHhQschIqIaKDY2FjL3uhBL5UJHITtgyi0esa9fv77ASWqG5ORkaLVam+1PrVZDo+FlN9Zisae7ql+/PkxGE/Ju58PFy1noOFTN+QQXryd84cIFFnsiIqoSFy7EQswZ8clKxlwtVM4ucHbm59iHlZycjNDQRtDrC2y2T7lchri4eKvKvUgkuuf9I0aMwPLlywEAe/fuxWeffYYjR44gNzcX9evXR8uWLfHyyy9Do9EgMDDwns81ffp0zJgxw9qXYTMs9nRXd05bykzLZrGn+1J5KOHi6cwJ9IiIqMqcOXceDp6NhY5BdsKUq0U9jtZXCq1WC72+AENbN0MdF1WV7+9mTh5WHzkFrVZrVbFPTU0t+fPatWsxbdo0xMfHl9wmlxef5bNw4UK88soreO6557B27VoEBgYiNTUVx44dw6uvvoqjR4+Weq5PP/0U27Ztw65du0puU6mq/vU/CBZ7uquSYp+aDf8mPDpO9+cTxJnxiYioauTl5eFaUgLcGvUROgrZCVPubWj8+Rm2MtVxUcHX3VXoGGV4e3uX/NnV1RUikajUbUDxWQeTJ0/G5MmT8fnnn5fcHhgYiHbt2mHixIllHqdSqSCRSMo8V3XEC6fprry8vODo6MgJ9Mhq3iF1EXMyRugYRERUA504cQJmsxlO9UKEjkL2QncbGj+uoEDFNmzYAIPBgDfffLPc++93On91x2JPdyUWi+FdzxtZ6Sz2ZJ3AZn64dPESMjIyhI5CREQ1zJEjRyBxknOpO7KaKfc2Z8SnEhcvXoSLi0up0fcNGzZApVKVfJ09a79LN7PY0z351vdFZiqLPVmnQXN/AMDRo0cFTkJERDXN4cNHIPUOgkjsIHQUsgMWkxGFOSz2VNp/R+V79OiBU6dOYcuWLcjPz4fJZBIo2cNjsad70vhpkJ2WI3QMshNe/p5w8XDGoUOHhI5CREQ1zMHDhyHx5mn4ZB1TfiZgsbDYU4ng4GBkZ2cjLS2t5DaVSoWgoCD4+/sLmKxysNjTPdWvXx9ZLPZkJZFIhIBmvjh48KDQUYiIqAZJSUlBeuoNOPk0EjoK2QlTbvF66yz2dMfTTz8NR0dHfPLJJ0JHqRKcFZ/uydfXF5lp2bBYLHY/oQTZRmBzf+z57gDMZjPEYh47JCKih3fnEi8pJ84jKxlzbwNgsaf/p9Fo8Nlnn2HSpEnIyMhAdHQ0AgMDkZGRgZUrVwIAHBzs91IfFnu6J19fXxTqC6HL0UPpqhA6DtmBwEc0yM3ZhtjYWERERAgdh4iIaoAjR47AyVUNibNa6ChkJ0y5WsjkCri5uQkdpUa5mZNn1/uZMGECwsLC8Pnnn+Ppp59GTk4OPD090bZtW2zbtg1NmjSpkv3aAos93VPJWvY3slnsySoBTf0gFotx+PBhFnsiIqoUhw4fhkPdYKFjkB0xZqejXv36POO0kqjVasjlMqw+cspm+5TLZVCrK34wLzo6GtHR0Xe9//HHH8fjjz9u1XPNmDEDM2bMqHAGIbDY0z0FBxf/I5p+9RZ8w3wETkP2QKZ0gm+oDw4dOoTRo0cLHYeIiOycyWTC8ePHIW35jNBRyI6YMlPQuHG40DFqDI1Gg7i4eGi1WpvtU61WQ6PR2Gx/9o7Fnu5JrVbD08sTqZfThY5CdsS/mS8OHDogdAwiIqoBLly4AF1+Ppx5fT1VgDnjGsLDuwsdo0bRaDQs2tUYZ7ai+4oIj0DqJRZ7sl6D5v6IuxCHrKwsoaMQEZGd27t3L8QSR0g5Iz5ZyVyoQ0HWLYSHc8Seag8We7qviPAIpF+23Wk3ZP8aNC9eC5Tr2RMR0cPauWsXZPXDIHZ0EjoK2QlDxnUAQFhYmMBJiGyHxZ7uKzw8HGlX02EymoSOQnaiToAanj7u2Llzp9BRiIjIjhmNRuzdtw+OfvY7UzXZnuH2NQBAaGiowEmIbIfFnu4rPDwcRoMJt5JuCx2F7IRIJEKjRxti+47tQkchIiI7dvLkSeTn5kLm31ToKGRHDNpr8KnnC5VKJXQUIpthsaf7unN9UurlmwInIXsS9mgwLpy/gNTUVKGjEBGRnVqxYgXEYiBj5yJk/bMKxrwMoSORHTBmXOOM+FTrsNjTfdWtWxdu7q6cQI8qpFG74qUSd+3aJXASIiKyVydPxsDTUwJnYzKyD6zBjYXPI+XrZ5H287vIPbUdZmOR0BGpGrJkpiCCE+dRLcPl7ui+RCIRwiMiuOQdVYiLWgVNuC927NiB5557Tug4RERkZ3Jzc3H06FG89JIbnuzngpTrBpw4ocfx43qcPHkWGUlnkLVrPsRyN0h9G0PVpBucAppBLOa4VW1mMRah4PYNTpxHtQ6LPVmlcXhjbDuwVegYZGfCOgZh+8ZtMJvN/KBFREQVsmfPHhiNJrSKUkAkEsHXTwpfPyn69XeFyWRBfFwhYmL0OHZMj9jYv6GL+xsSRzGg8oE88BGomveB1NNP6JdBNmbIvAGLxcyl7qpAcnIytFrbrZSlVquh0Whstj97x2JPVgkPD8fyH5fBbDJD7MCCRtZp3DkU2xfvw4kTJ9CqVSuh4xARkR3Ztm0bfH3lqFfPscx9Dg4ihEfIEB4hw/Dn3KHTmXHmTAFiTuhw7NhNXIvZjNyYzZA4SSF294cipB2UTXtAonAR4JWQLRm0xTPic8S+ciUnJyMsNBQ6vd5m+1TI5YiNi6tQuY+OjsaKFStKvvfw8ECrVq0wd+5cREZGAig+GxkoXpa5TZs2JdsWFhaiXr16yMjIwN69e1GvXj00a9YMP/zwA4YOHVqyndlsxqOPPoq6devi119/fdiXWWlY7Mkq4eHhKCow4Pb1THj5ewodh+xEg+b+ULgosHXrVhZ7IiKymsViwZ9/bkaLlmVLfXkUCjHatFGgTRsFAECrNSImRo+YE3ocO3YVWfsvIfvvFXCQqyCpGwJlRBcowjpALOZH4ZrGcPsa3D3V8PTk59XKpNVqodPrMW3MCPj7eFf5/pJS0zDzhxXQarUVHrXv2bMnli1bBgBIS0vD1KlT8cQTTyA5OblkGz8/PyxbtqxUsf/111+hUqmQkVE8SWdISAg+/vhjTJgwAV26dIGPjw8A4LPPPsPly5exadOmh3yVlYu/zcgqJTPjX0pnsSerOTg6IOzRIGzeshnTp08XOg4REdmJixcvIinpOl4c+2AFQq2WoHt3Z3Tv7gyLxYKkpP+/Pv/0qZO4nRCDrD8/h0jhAalfJJyb9YDMr3ElvwoSguH2NTzC0foq4+/jjUb+1fsSFycnJ3h7F//u8Pb2xltvvYWOHTvi1q1b8PLyAgCMGDECX3/9Nb788kvI5XIAwNKlSzFixAh8+OGHJc81YcIE/Pbbb3jhhRewefNmxMXFYdq0aVizZg3q1Klj+xd3DzynmqxSr149OLs4cwI9qrDGj4XixPETuHmTyyUSEZF1tm3bBqnUAZGRsod+LpFIhIAAKQYOdMWcOd747fcAfP6FD4YMcUXDennQx+5F+uq3kfJ5P6T88BIy9iyBISutEl4FCSLrOpo0jhA6BVUTeXl5WLVqFYKCgkqdxdGiRQsEBgZiw4YNAIBr165h//79ZSZ8FolEWLZsGf7++298//33iI6OxqBBg9C/f39bvgyrcMSerCISiRAWFobUSyxnVDERHRsBALZs2YKRI0cKnIaIiOzBpk0bERkpg1xe+WNQjo4iREbKERkpR/RIIC/PhNOnCnDihB7HjqUh9divyD32KyQyJ4g9G0DZqB1UTXpALFNUehaqXBazCQXaFF5fX8tt3rwZKpUKAJCfnw8fHx9s3ry5zETOI0eOxNKlSzF8+HAsW7YMvXv3LhnR/18ajQZffvklxowZg/r162P79u02eR0VxRF7slrjiMZIv3xL6BhkZ1y8nBHUKhBr164VOgoREdmBGzdu4K+//kanznKb7E+lckD7R5WYOEmNn1b6YdVqDV5/Q41H20ggzY5H5p4lSPnmWVz/Zihu/jIT+XH/wGw22yQbVYwxOx1mYxGLfS3XpUsXnDp1CqdOncKRI0fQvXt39OrVC0lJSaW2Gz58OA4dOoSrV69i+fLlGDVq1F2fc+TIkfDx8cHEiRPh6upa1S/hgXDEnqwWHh6O1T+v4tJlVGEt+kTilw834/bt25zMhoiI7mnt2rWQSETo0EEpyP7r1pWgVy8X9OrlArPZgqtXi0quzz975ii0V47CQSICFGrIAprBuWkvONULESQrlcYZ8QkAlEolgoKCSr5v0aIFXF1d8f333+Ojjz4qud3T0xNPPPEERo8ejYKCAvTq1Qu5ubl3fV6JRAKJpPrW5+qbjKqd8PBwFOgKkXkjG56+7kLHITvSvFcTrPvgd2zcuBEvvPCC0HGIiKgaW7XqJ7RurYBK5SB0FIjFIgQFOSEoyAmDBrmhqMiMc+cKEROjx7GjObhyZifyz+yERCqByNUP8oat4PxIb0hc1EJHr5WK0i7D3cMT9evXFzoKVSMikQhisRj6cpbqGzVqFHr37o233noLDg7C/855GCz2ZLWIiOKJSFLiU1nsqUJcvJzRqG1D/Lz2ZxZ7IiK6q0uXLuHEiZN4f1r1mm36DqlUjObN5WjeXI4xY4DsbBNOndIXX59/9BpuHU5AzuF1kMjkcPBqCEVoB6gad4VY+vCTANL9GdIuomPrqJJ1yql2KiwsRFpa8QSYmZmZmD9/PvLy8tC3b98y2/bs2RO3bt2Ci4uLrWNWOhZ7spqfnx/UddRIPHUNkV3DhY5DdqZ5n0ismfor0tPTUbduXaHjEBFRNbRmzRooFJKS9eirO1dXB3TqpEKnTsUTdd24Ubys3okTepw4fh6ZO88he/ciiORukNYPh6rJ45A1aMlLGquAxWKBIe0i2o54UugoNVpSqm1WjHiY/Wzbtq1kzXlnZ2eEhoZi/fr16Ny5c5ltRSIR1OqacYYNiz1ZTSQSoW2btrh8Mk7oKGSHHunZGD9P24QNGzZg/PjxQschIqJqxmKxYNWqH9GuvQxOTvZZfOvVc0S9eo7o29cFJpMFly4VIuaEHsdP6HH+3EHcungQEokYUNWFLOARODfrBWndQKFj1wjGzBsw6HLRunVroaPUSGq1Ggq5HDN/WGGzfSrk8gqX7uXLl2P58uX33MZisdz1Pjc3t7ven5iYWKEstsZiTxXSrm077Jq1C2aTGWIH+/xHl4ShclcirH0w1vy8hsWeiIjKOHXqFC5evILokd5CR6kUDg4ihIbKEBoqw9Bh7tDrzTh7tgAnY/Q4evQ2kk5tRd6prZBIHSFy10AR1AaqR3pBonQTOrpdKky9CABo1aqVwElqJo1Gg9i4OGi1WpvtU61WQ6PR2Gx/9o7Fniqkbdu20OfpkXopHfVDfYSOQ3am+ROR+OnN9UhJSeHENkREVMrq1avh7i5F8+a2WebO1uRyMaKiFIiKUmDsOCAzw4iYkwWIOaHD0aOJyDxwBTkHV8FBpoCkTggU4Z2gDO8EsUQqdHS7UHQjHoENguDh4SF0lBpLo9GwaFdjLPZUIS1btoSDgwOuxiSx2FOFNesegdXvbcT69esxefJkoeMQEVE1YTabsWbNSnToIINEUjsmPnP3kKBrVxW6dlXBYrHg2jUDYmKKl9U7GXMaGUmnkLXja4jk7nDyawxVZHc4aSJ5ff5dmNIvoX2XNkLHIBIMiz1ViFKpROMmjZFwKhkdhvKXJ1WMwkWO8A4h+PnnNSz2RERU4p9//kFKShqmvFlP6CiCEIlE0Gik0Gik6N/fFUajBfHxhThxQo/jx3SIi9sPXex+SBwdAGdvyANbQPVIb0g9fYWOXi1YjEUoSLuC1q1fEToKkWBY7KnC2rdrj007Ngodg+xUy75NsXTyGly6dAnBwcFCxyEiompgzZo1qFvXCeHhTkJHqRYkEhEiImSIiJDh+efdkZ9vxpnTesTE6HH06E2knPgduSd+h8RJCrFHABQh7eDcrCfEMpXQ0QVRdDMBZpORE+dRrcZiTxXWpk0bLFy4EPlZOijd7GM5Gqo+mvVoDJWbEt999x3mzZsndBwiIhJYUVER1q5dg+49ZBCLa8dp+BWlVIrRtp0Sbdsp8TIA7S0jYmKKl9U7duwysv66iOz9y+EgV0Hi3QjK8C5QhD0Ksbh2fNQvvBEPR0cpIiMjhY5CJJja8X87Vaq2bdsCABJPX0NEp0YCpyF7I5U5IuqpR7Bs+VJ89NFHcHLi6AwRUW22c+dOZGZmo+tjnFTVWmovCbr3cEb3Hs6wWCxISDAgJkaHE8cLcPp0DG5fPYGsPz+DSOkJqV8knJv1hMw3XOjYVaYwNR5NmzXjZwqq1VjsqcIaNmwIT7UHrsYksdjTA+kwpDX2LP0HGzduxJAhQ4SOQ0REAlq9ehUCAuQIbMDZ3x+ESCRCgwZSNGggxdNPA0VFFsTGFvx7fX4uLl3YA935PZBIJYBLPSgatoLzI70hca0rdPRKY06/hHbDnhY6BpGgWOypwkQiEdq0aYuEk5eEjkJ2yieoLkKiGmLxt4tZ7ImIarHbt29jw4ZfMPw5Z4hEPA2/MkilIjRtKkfTpnKMGgXk5ppw6lTBv9fn30D6kQ3IObIBEpkMYs8GUIa2hyqyG8RS+7y80qTLRsHtG7y+nmo9Fnt6IO3atsPej/fAbDZz2RV6IB2GRWHJpDWIi4tDaGio0HGIiEgAS5YsgcViRq9ezkJHqbGcnR3QoYMSHTooAQBpaQbEnNDjRIwex4/FIXP3BWTv/R5iuQscfcKgbNIV8qA2dvP5rii1eKApKipK4CQ1X3JyMrRarc32p1arodFobLY/e8diTw+kTZs20OXqkXb5JuqFeAsdh+xQsx5N4OKxGd999x0+//xzoeMQEZGNmUwmLFjwNTp3VsDNzUHoOLWGt7cjevdxRO8+LjCbLbhyuQgxMXocO67HubNHoL18BA4SMaBUQ+bfDM7NesHJp/quYlOYGg83dw80bNhQ6Cg1WnJyMsJCw6DT62y2T4Vcgdi4WKvLfXR0NLKysrBp0yZER0djxYoVAACJRAI/Pz889dRT+OCDD6BUKpGYmIjAwEA4ODggKSkJ9ev//xwfqamp8PPzg8lkQkJCAgICAqri5VU6Fnt6IFFRURCLxUg4mcxiTw/E0UmC1gMfwfIVyzF79mzIZDKhIxERkQ1t2bIFyckpeOttTponFLFYhOAQJwSHOGHQYDcUFppx7lwBYk7ocexYFq6e2YH8MzsgkTpC5OYLeVAUnJv1hsTZU+joJQypF9GhdRQv5ahiWq0WOr0OXz8xFUGe/lW+v8u3kzBx80fQarUPPGrfs2dPLFu2DAaDAX///TfGjBmD/Px8LFq0qGSbevXq4ccff8Q777xTctuKFStQv359JCcnP/TrsCUWe3ogKpUKEY0jcDUmCe0H8dQnejCPDmmNnd/vxy+//ILhw4cLHYeIiGzom2++Rli4Ao0acSbz6sLJSYwWLRRo0UKBF14EsrNNiInRF4/oH70G7cEE5B5aCwcnORy8gqAI6whV48cgdhTmPbRYLDCkXULb5/sKsv/aKMjTH0287WPybCcnJ3h7Fw9ADh06FHv37sWmTZtKFfsRI0Zg2bJlpYr98uXLMWLECHz44Yc2z/ww7OPiGaqW2rVth8ST14WOQXasbqAXQtsFY/G3i+6/MRER1RhxcXHYtWs3+j2pFDoK3YOrqwO6dFHh9de9sOZnP6z40Q8TJqrRuoUIYu05ZO5YgJQvByJlwXDc3DQH+ivHYDabbZbPcPsaDLoctGnTxmb7JPsll8thMBhK3fbkk08iMzMT//zzDwDgn3/+QUZGBvr2tb+DRRyxpwfWtm1bfPvtt9Dl6KFwkQsdh+zUo0Oi8MOEVTh//jwiIiKEjkNERDawcOFCuLtL0bGTSugoZCWRSIT69R1Rv74jnnzSBSaTBRcvFiImRo/jx/S4cOEAbsYfgMRRDKjqQhbQHM6P9ILUK6DKMhUknYZE4ohHH320yvZBNcPRo0exevVqdO3atdTtjo6OGD58OJYuXYpHH30US5cuxfDhw+Ho6ChQ0gfHYk8PrG3btgCAxFPXEN4xROA0ZK+adY+Ae103fPbZZ1i6dKnQcYiIqIplZWVh2bIleLKfAlIpr4u2Vw4OIoSFyRAWJsOwYe7Q6804e6YAJ07ocezYbSSf3IK8k1sgcZJC7KaBPKQtVM16QqJwrbQMRclnENW6NZRKnvlBZW3evBkqlQpGoxEGgwH9+vXDN998U2a70aNHo23btpg9ezbWr1+PQ4cOwWg0CpD44bDY0wMLDg6Gp9oDl45eZbGnByaRSvDY6PZYOW8lZs6cCV9fX6EjERFRFfr+++9RWFiAfv3UQkehSiSXixHVWoGo1gq8BCAjw4iTMXqcOKHH0aMJyPr7MnL++QkOMiUkdUOgDO8ERVhHiCXSB9qfxWxC0fVz6Dbktcp9IVRjdOnSBYsWLYKjoyPq1at311H4xo0bIzQ0FEOGDEFYWBgaN26MU6dO2TZsJWCxpwcmEonweNduOHbgMPCG0GnInnUY0hrbFuzFF198gc8++0zoOEREVEWKiorw5Zefo2tXJTw9+TG0JvPwkKDr487o+rgzLBYLkpMNiDlRXPRPnjyF24knkbX9K4gU7pD6NYEqsgfk/pFWP3/RzQQYdLllTq0mukOpVCIoKMiqbUeNGoXx48eXmljP3vA3Kj2Ubt26Yf369cjP0kHpphA6DtkpmUqGjsPbYPG3i/Hee+/Bw8ND6EhERFQF1q5dixs30jDzQ56dVZuIRCL4+0vh7y/FgKdcYTRaEBtbiJgYHY4f0yE+7i/oLvwFiaMD4OwDecOWcH6kNxzd6931OQuSTsNJJkfr1q1t+EqopnrhhRfwzDPPwM3NTegoD4zFnh5Kt27dYDabEXfwMlr0tv4oK9F/dYl+FLuX/I0FCxbg/fffFzoOERFVMovFgk8/nYuo1koEBDzY6ddUM0gkIjRpIkOTJjKMGAHk55tx+rT+3+vz03Hj2CbkHtsEiZMTxJ4BUIS0g3PTHhDL/n+yxaLkM+jQ4VFIpfxZsqXLt5Oq7X7MZjMkkgertxKJBGq1fV8exGJPD0Wj0SAoJAhx/1xisaeH4qJWoe0zrfDlV1/itdde40Q4REQ1zO7du3HmzDnM+9RH6ChUzSiVYrRrp0S7dsX/9t+8+f/X5x87dglZ++KRs38ZxDJnSLwbQRneGYXXz6Pb2A8ETl57qNVqKOQKTNz8kc32qZArKlS2b968WXLq/fLly++5bUBAACwWy13vb9as2T3vr45Y7Omh9ejWA+v/WCt0DKoBur3QEX+vPoylS5diwoQJQschIqJK9Omn8xAcrECzZjKho1A1V6eOBD16OqNHT2eYzRYkJhThxL/X558+fQK3rx6HgwTo1KmT0FFrDY1Gg9i4WGi1WpvtU61WQ6PR3He7zMxMHDx4EPv27cO4ceNskKx6Elns7VAEVTu///47+vXrhw/3vQUvf0+h45CdWzp5DVJPaXHl0hW7XEOUiIjKOnbsGKKiovDOu3XQtSvXrqcHV1RkwVdf3sLBgxZkZmbDwcFB6Eg1TkFBARISEhAYGAiZrPofiBswYACOHTuGESNG4KOPPoJIVLOW0bT2/RDbMBPVUJ07d4aDgwNi/7kodBSqAbqP7YxrSdewdi3PAiEiqineeedtBATI0bkzL7OihyOVinDtmgW9evVmqScAwK+//orr169j1qxZNa7UV4RdFPuAgACIRKJa+RUQECD0X/99ubi4IKpNFGL/uSx0FKoBfMN80KRLGGZ/PBtms1noOERE9JB2796N3bv3YORIFzg41N4P3VQ5cnNNiIvToXv3HkJHIapW7KLYJyUlwWKx1MqvpCTbzDxZUWazGcePH8fy5cthMBjQo1sPxB+8ApPRJHQ0qgG6j+uM2POx2LRpk9BRiIjoIVgsFrzzzlsIC1egXXsui0sP72SMHmazBd26dRM6ClG1YhfFnqqHtLQ0/Pjjjxg2bBjq1q2LVq1aYcqUKcjIyECvXr2gy9Hhakyy0DGpBgiOCkR4hxC8O/VdmEw8WEREZK82bdqEY8dOYPQo11p9iixVnmPH9WjUKMiqSdWIahMWe7qroqIi/PXXX3jnnXfQvHlz+Pj4YMSIEYiPj8eLL76I/fv348aNG6hbty5atmwJtZcnzu2NFTo21RD93uiB+Nh4rFy5UugoRET0AEwmE9599220aKlEs0fkQsehGsBisSAmxoCePfsIHYWo2uFyd1RKQkICtm/fjm3btmHPnj3Izc2Fl5cXevTogddffx3dunVDnTp1yjxOLBajd68+2LtvFwa81VuA5FTT+Ef64ZGeTTBt+vsYPHgwnJychI5EREQV8NNPPyEu7iIWLKwvdBSqIRISDEhPK0DPnj2FjkJU7XDEvpbT6XTYunUrJk2ahEaNGqFBgwZ45ZVXkJGRgbfffhsnTpxAWloafvrpJwwbNqzcUn9H7969cS3uBjJuZNnuBVCN9uTr3XEt+Tq+++47oaMQEVEFFBYWYtq0qejYUYVGjXhglirHwYP5UKkU6NKli9BRiKodux6xj46OxooVKzBnzhy8/fbbJbdv2rQJAwYMgMViAQDs27cPXbp0QWZmJtzc3Mo8T2JiIgIDA8vdx7p16/DMM8/cNcPChQsxb948pKamIiIiAl9++SU6dOhQcv+nn36KefPmAQDefvttvPrqqyX3HTlyBOPHj8fRo0dttlyHxWLBhQsXsG3bNmzfvh379+9HYWEh/P390bNnT3z88cd47LHH4OrqWuHn7t69O8RiMc7vi0OHoW2qID3VJkW6Imz9ZjfEAN596y1ER0fD2dlZ6FhERGSFxYsXIyXlBj6YydF6qjyHDhWiV6/ePItPIMnJydBqtTbbn1qt5lwKFWDXxR4AZDIZPvnkE4wdOxbu7u4P9Bx+fn5ITU0tddt3332HuXPnolevXnd93Nq1azF58mQsXLgQ7du3x7fffotevXrhwoUL0Gg0OHv2LKZNm4bNmzfDYrHgiSeeQLdu3dC4cWMYDAaMGzcO3333XZWX+szMTOzevbukzF+/fh0ymQydO3fGJ598gh49eqBRo0YPPamNu7s72rZrg3P74lns6YGZzWZsmLUFf/94EAajCT2dnbFHp8PcuXPx4YcfCh2PiIjuIzc3Fx99NBM9eqig0UiFjkM1hPaWEfFxOrw/tb/QUWql5ORkhIWFQafT2WyfCoUCsbGxVpf76OhoZGVllayqlJaWhlmzZmHLli1ISUlBnTp10KxZM0yePBldu3YFULys+uTJkzF58uQqehW2Y/fF/vHHH8fly5cxZ84czJ0794Gew8HBAd7e3qVu+/XXXzFo0CCoVKq7Pu7zzz/H6NGjMWbMGADAl19+ie3bt2PRokWYM2cOYmNjERkZicceewwAEBkZidjYWDRu3Bjz5s1Dx44d0apVqwfKfC8mkwknTpwouVb+8OHDMJvNCA8PxzPPPIOePXuiQ4cOkMsrfyKbJ/r0xQcfzoCh0AhHJ7v/8SIb2/n9X9j6xU7o9UXooFTitfpeaCST4Ytbt/DZvHkYO3YsfH19hY5JRET38MUXXyAnJxvPPc/Reqo8Bw/p4OAgRu/enMtJCFqtFjqdDkunzEGoX/lnOlemuGsJGDXvHWi12gcatU9MTET79u3h5uaGuXPnIjIyEgaDAdu3b8fLL7+MuLi4KkgtLLtvXg4ODpg9ezaGDh2KiRMnVsqH/hMnTuDUqVNYsGDBXbcpKirCiRMnSl0CABSfjn7w4EEAQJMmTXDx4kUkJyfDYrHg4sWLaNy4MS5fvozly5fjxIkTD531jtTUVOzYsQPbtm3Dzp07cfv2bbi4uKBbt25YvHgxevToYZNTWXr37o133nkHl45eRXiHkCrfH9UMR38/ifXTf0Nulg6NZTJM8dOgleL/1zt+wcMDG/Jy8f7UqVi2fLlwQYmI6J60Wi0+/XQu+vZVoU4du/+YSdXIoYN6dOzY4YHP0KXKEeoXiEeCwoWOcV/jx4+HSCTC0aNHoVQqS26PiIjAqFGjBExWdWrEb9wBAwagWbNmmD59OpYsWfLQz7dkyRKEhYWhXbt2d91Gq9XCZDKhbt26pW6vW7cu0tLSAABhYWGYPXs2unXrBgCYM2cOwsLC8Pjjj2Pu3LnYvn07ZsyYAUdHR3z11Vfo2LHjXff38ccf3/W1GY1GJCYmQiQSoUWLFnjppZfQo0cPtG7dGo6OjhV9+Q+lSZMmqOdbD2d3x7LY033FH76CFW+sRUZKFjRSKWbVq4+uKlWZy0JUDg542c0dH/34IyZNnoxmzZoJE5iIiO5pzpw5MJsLMWSoWugoVIPk55tx8qQen332lNBRyA5kZGRg27ZtmDVrVqlSf0d5c67VBDWi2APAJ598gsceewyvv/76Qz2PXq/H6tWr8f7771u1/X8LiMViKXXbuHHjMG7cuJLvly9fDmdnZ7Rt2xaNGjXCsWPHcP36dQwePBgJCQl3nQykdevWyMzMvGuGyMhIdOvWDV5eXlblrioikQgDBwzEynU/4ZlpfSEWc+EFKuvGxXQsmbQKN+LS4OHggA/qemOAqysk95jn4Wk3N6zMzcEbr72Gnbt3P/ScEEREVLmuXbuGBQu+waDBznBzs82kwFQ7HDumg9FoxpNPPil0FLIDly9fhsViQWhoqNBRbKrGFPuOHTuiR48eePfddxEdHf3Az/PLL79Ap9Ph+eefv+d2arUaDg4OJaPzd9y8ebPMKP4dWq0WM2fOxP79+3HkyBGEhIQgODgYwcHBMBgMuHjxIpo0aVLuY7t06WI3S3sMGjQI33zzDa4cS0Rw6wZCx6FqJCs9G0smrcGVI1chE4sxWe2F4e7ukFtxAMhRJMLrHh54Ze9ebNu27Z4TWxIRke299tqrUChEePrpiq+sQ3QvBw/q0KRJBAICAoSOQnbgzspotW0QqEYNp3788cf4448/Sq5xfxBLlizBk08+ed+Rb6lUihYtWmDnzp2lbt+5c+ddT+GfPHkyXn31Vfj6+sJkMsFgMJTcZzQaYTKZHjh3ddK2bVvU862H45tPCx2FqomCvAJ8+9JPmNp2NhKOXMUIdw/satAQL3h6WlXq7+iiVKGVSoU3Xn0VRUVFVZiYiIgqYvv27fjllw0YO9YVCkWN+nhJAjMaLTh2tBD9+/M0fLJOcHAwRCIRYmNjhY5iUzXqN2+TJk0wbNgwfPPNNw/0+MuXL2P//v0ls9z/V9euXTF//vyS71977TX88MMPWLp0KWJjY/Hqq68iOTm51Kn3d+zcuROXLl3Cyy+/DACIiopCXFwc/vzzz5Il7xo1avRAuasbsViMwc8Oxqlt52Ey1oyDFfRgjEYj1kz7FW8+MgOntp3FE84u2N6gIabUqQO3B1jmUSQS4S1PNeIvXnzgVTCIiKhyFRQU4OWXx+GRR5To+vjdVxMiehBnzhQgN9eAfv36CR2F7ISHhwd69OiBBQsWID8/v8z9WVlZtg9lAzWq2APAhx9+WHL6RUUtXboU9evXR/fu3cu9/8qVK9BqtSXfDxo0CF9++SVmzpyJZs2aYf/+/di6dSv8/f1LPU6v1+OVV17Bt99+W3LNef369fHNN99g5MiRmDVrFlasWFEly88JZdCgQcjW5uDSkatCRyEBmM1mbJ2/G280no6/fjqEdjIFNgUEYraPD3weckLHcJkMI93d8eHMmbXuSCwRUXX0ySefICkpGRMmute6U1+p6h08mI/69b3RvHlzoaOQHVm4cCFMJhOioqKwYcMGXLp0CbGxsfj666/Rtm1boeNVCbu+xn55Octe+fv7o6CgoNRtnTt3tqrsz549G7Nnz77r/YmJiWVuGz9+PMaPH3/P55XL5YiPjy9z+5gxY+56doC9a9WqFfwD/XF882mEtg8WOg7Z0KFfjmPDh38gL0ePpnI5pvj5oPn/LF1XGcZ7qrFLr8fokSPxz8GDnKSRiEggly9fxpw5s/Dssy7QaKRCx6Eaxmy24NDBQgwcOJwHjaqJuGsJ1XY/ZrMZEklxvQ0MDERMTAxmzZqF119/HampqfDy8kKLFi2waNGiyo5bLdh1safqSyQSYfCzg7Hg2/kYMnMAHBw5O25Nd2H/Rfz01npkpmUjUCrFJ/Xro7Oy7NJ1lUEmFmOm2gvPHzmChQsX4pVXXqn0fRAR0b1ZLBa8/PJ4eHg4YOgwN6HjUA10/nwh0tMLMXjwYKGj1HpqtRoKhQKj5r1js30qFAqo1dYvnXnz5k0EBQWVfO/j44P58+eXupT6v8obuLVXLPZUZQYPHoxPPvkEcQcvI6JTzZg/gMq6diEFSyetQdrlm1BLJJjl7Y0nXVzhUMVH1lsqFBjs5oa333wTffv2LXMJDBERVa1vvvkGO3bsxNixHpDJeOYUVb49e/Lg6+uD9u3bCx2l1tNoNIiNjS11WXJVU6vV0Gg0990uMzMTBw8exL59+8qd66y2YLGnKtO0aVMEhQTh+ObTLPY1UEZKJpZMWo2EE0lQiMV4w8sLQ93c4WTD0+JfU3th37VrePGFF7Bt+3aepkdEZCOZmZn48MMP4eAgwrffZuDmTSNGjvLgjPhUaYxGC/b/pceLL47lJXfVhEajsapo29qoUaNw7NgxvP7667V6kkX+X0JVRiQSYcigITi94wIMhUah41Al0eXqsfCF5ZjW4WNci0nGaA9P7GrQECM9PG1a6gFA5eCA6Wo1duzciZUrV9p030REtdkbb7yBgoICrF27Hu3bt8dvv+UgesQ1HDhQdgZqogcRc0KP7GwDhg4dKnQUquZ+/fVXXL9+HbNmzarVgzws9lSlBg0aBF2ODrF/XxQ6Cj0kY5ERK9/5BW898gHO7bqAAS6u2NGgAV718oLLAyxdV1k6qVTo4+KKyRMmID09XbAcRES1xd69e7F06VKMHz8e9evXx6effoqFCxfDYnHG9GnpmD4tHdpbPKBPD2fPnnw0ahSEpk2bCh2FyC7YRbH39/eHSCSqlV/2ft1wREQEwiLCcHzzaaGj0AMym83444sdeL3JNPzz81F0UijxR2AgPvD2Rh3Jwy1dV1ne8fKCRa/HxAkThI5CRFSj5eXlYfTo0WjatGmpU16bNm2KzZu34Nlnn8WRIzqMiL6GTZuyYTI92BLEVLsVFJhx4IAew4Y9X6tHYIkqwi6KfWJiIiwWS638qgkzNQ4ZNARndsWiqMAgdBSqoL/XHMGUpjOw5etdaOwgxRqNP76uVx+BUieho5XiIZHgHU9PrFu/Hr/99pvQcYiIaqw333wTaWlpeO+998pc9ywWi/Hqq69i3boN8PH2x/xvbmPihBu4eqVQoLRkrw4f1kGvN2LIkCFCRyGyG3ZR7Mm+DRo0CAX5BTi3N07oKGSlM7sv4O2oD7Hq3Q3wMViwuL4vfvTzQ1O5XOhod9XH2QWdnJ0xfuxYZGdnCx2HiKjG2bVrFxYtWoTx48fDz8/vrtv5+PhgzZo1eOONN5CUZMbYsSn4/rvbKCgw2zAt2bM9e3Ro2bJ5qaXLiOjeWOypyoWEhCCyWSRO8HT8ai/xdDKmPTYXC8cshyxTj4+9fbDJPwAdVVWzHn1lEolEmOZVBzm3b2PKlClCxyEiqlGys7MxcuRItGzZEk899ZRVjxk4cCC2bNmGli1bYd26bIwaeR3HjumqOCnZu9xcE44e0WHYsOeEjkJkV1jsySaGDBqCs3viUJDP0/Gqo1vXbuPj/t9gbv/5KEjKwDt16mBbYAM86eoKcTUv9P/Lx9ERr3l44vvvv8fevXuFjkNEVGNMmDABWVlZePfddyu09JhCocDXX3+NL7/8CgUFcrzzdhpmfXQTmRmcXI/K98/f+TCZLBg0aJDQUYjsishisXBWE6pyV69eRcOGDTH666Fo1beZ0HHoX3lZOix7dQ3i/roICYBRHh4Y6e4BlYCz3D8ss8WC6BspyFSrcfrcOSiVSqEjERHZtfXr1+PZZ5/FtGnT0KtXrwd+HrPZjE8++QRbtvwBJycRxo3zQM9ezhCL7ecAMlW9KVPS4ebaEnv27BM6Sq1VUFCAhIQEBAYGQiaTldyenJwMrVZrsxxqtRoajcZm+6uu7vZ+/BeLPdlMq6hWMLjq8dL3I4SOUusVFRRh9dRfceLXkzCZzRjk5oZxnmp4SSRCR6sUiUVFGHgtGYOfew5Lly4VOg4Rkd26ceMGGjdujEceeQQfffRRpVyWlZSUhNdffx0pKSmIiJDhtdfV8PeXVkJasnfaW0YMGZKM77//AaNHjxY6Tq1VXpFMTk5GaGgo9Hq9zXLI5XLExcVVqNzfvHkT77//Pv7880+kp6fD3d0dTZs2xYwZM9C2bVsEBAQgKSmpzOPmzJmDt99+G4mJiQgMDCz3uQ8dOoQ2bdo88Ot5UNYW+5rxKZ7swsjokZgwcQKy0rPhVtdV6Di1ktlsxm+fbsO+H/5BocGIns7OmKT2gr+0Zn2gCpBKMVWtxnvLlqFLly547jlep0dEVFEmkwnDhw+Hg4MD3nzzzUqba8Xf3x+//PILVq1ahe++W4wXX7iOoUPdMGSoG6RSXiVam23fkQuZzAlPP/200FHoP7RaLfR6PQYMGAAvL68q39+tW7fw66+/QqvVVqjYDxw4EAaDAStWrECDBg2Qnp6O3bt3IyMjo2SbmTNn4oUXXij1OGdn51Lf79q1CxEREaVu8/T0fIBXYjss9mQzw4YNwxtT3sCBtcfQZ+LjQsepdfauOIA/5m2DLr8QrRVKvFHPFxH3OOpn7wa4uuGYXo9xL76Ili1bIiwsTOhIRER2Zc6cOdi3bx+++eYbuLpW/gH5YcOGoW/fvpgyZQpWrjyDXbvz8frrajRrVn1XYKGqYzZbsG2bHs8+O7hKft6ocnh5ecHHx0foGOXKysrCP//8g3379qFTp04Aig8kRkVFldrO2dkZ3t7e93wuT0/P+25T3fCwKNmMq6srhgwegoNrj8Fs4pI3tnJy21m82fIDrJ3xG/yMwA++fljm51ejS/0dU+vUhY9IhGcGDoROx5mYiYis9ffff2P69OmIjo5GixYtqmw/Li4u+Pbbb/Hxx58gN8cRb7yeinlzbyI721Rl+6Tq6eRJPVJvFJQZSSWylkqlgkqlwqZNm1BYWPsm7GaxJ5saN24cbt/IxPm/4oWOUuNdPp6I9zt9jG9f+gmqnCJ85lMPG/wD0K4WTSanEIvxeV1vXLl4ERMnThQ6DhGRXbh16xb69+8PhUJhs5nJO3bsiD//3I7u3btj1658RI+4hl07c8GpoGqPP//MQ2hoMNq1ayd0FLJTEokEy5cvx4oVK+Dm5ob27dvj3XffxZkzZ0pt99Zbb5UcBLjztW/fvlLbfTH5XAAA32tJREFUtGvXrsw2JlP1PuDIYk821bJlSzR9pCn+Xn1E6Cg1VvrVW5jd9yt89sxCGFKy8X6dutga2AC9XFzsaum6yhLs5IT3vLywZMkSrFq1Sug4RETVmslkwrBhw5Cfnw+dToeRI0ciPt42B+MlEgk++OADLF26HAqFGh9/fAtvvpmGGzcMNtk/CSc724QD/+jwwgvjKm0uB6qdBg4ciBs3buD3339Hjx49sG/fPjRv3hzLly8v2WbKlCk4depUqa/WrVuXep61a9eW2cahmq8axWJPNiUSifDS2Jdwbm8cMm5kCR2nRsnR5uHL577HzMfn4eb5G3jFU42dDRpiiLs7pLX8H8mnXFzR19UVY194AbGxsULHISKqtj766CPs2rULzz77LIYPH46MjAyMHj0av/zyi81Gz0NCQrBp028YM2YMzp0twqiR17BmTRaMRo7e11Q7d+YCEHOyW6oUMpkM3bp1w7Rp03Dw4EFER0dj+vTpJfer1WoEBQWV+pLLS8/t4efnV2ab6o7Fnmxu6NChkCvkOLDuqNBRaoQiXRGWTF6Nd1t/iEv/XMJQN3fsatAQL6nVUIr5vzhQfEBp2r/X2w/o1w85OTlCRyIiqna2b9+ODz74AJ07d0aDBg0QGBiIyZMnQ61W47PPPsO7776LvLw8m+UZPXo0Nm36HUFBoVjyQwbGvpiCCxcKbLZ/sg2LxYJtf9putnWqfcLDw5Gfny90jCrHT/1kc87Ozhg2dBgOrT0Bk7F6X6tSnZnNZqz/8A+80XQ6jv92Cj1VzvgzsAHeqVMXHjVkPfrKpBSL8VXduriRmIjo55+H2cwJHImI7rh27RqGDBmCoKAgdOjQoeR2mUyGcePGoV27dvj777/x3HPP2fTMJw8PDyxbtgwffPABbt0SY+KEG/jqKy3y8vg7vKa4cKEQiYl6jBnDSfPo4dy+fRuPPfYYVq5ciTNnziAhIQHr16/H3Llz0a9fv5LtcnNzkZaWVurrv4M+t2/fLrNNQUH1PrAosnBWEhJATEwMWrRogXHfjkCz7hH3fwCVsvP7/dj6xQ7o9UV4VKnEa2ovhNaCWe4rw568XLySkoLZs2fjnXfeEToOEZHgioqK0KFDB1y8eBEvvPACFApFudslJiZi7dq1MBgMmDhxIp555hmbXg9dVFSEadOm4e+//4KLiwMmTvJEhw5KXpNt5+bNu4W4WFdcvZoEMc80rBYKCgqQkJCAwMBAyP79fHnns7ut17E/ceIEmjdvbtVjCgsLMWPGDOzYsQNXrlyBwWCAn58fnnnmGbz77ruQy+UICAhAUlJSmceOHTsWixcvRmJiIgIDA8t9/jVr1mDw4MEP9boeRHnvR3lY7EkwLVq1QJFKh1eWjRI6it049scprJu+CbmZOkTIZJji5YUoRe2Z5b6yfKO9hcUZGfjzzz/Ro0cPoeMQEQnGYrHgpZdewg8//IDo6Gj4+vrec/vCwkIsX74caWlp6NixI6ZOnQpnZ2cbpS127tw5vP32W7h9OwOt2ygwaZIaderwTDV7lJ9vxqBnr+G992Zg6tSpQsehf5VXJJOTkxEaGgq9Xm+zHHK5HHFxcdBoNDbbZ3XEYk/V3g8//IAXX3wRH+5/C2pfD6HjVGvxh6/gxzfW4XZKJvwcHfGGVx08rlJxlOIBmSwWjE+9gXMiEU6cOnXXI7NERDXdV199hcmTJ6Nv375Wj4oBwK5du3D48GF4enpi9uzZiIiw7dl3ZrMZCxcuxNq1ayAWWzB6jAf693eBgwP/XbQnm//IwddfZyA5ORn169cXOg79625FMjk5GVqt1mY51Gp1rS/1AIs92YG8vDz41PNBh+ej0O+NnkLHqZZuXEzHkkmrcSMuFe4ODpio9sJTrq6QsNA/tGyTCc9evwaP4GAcPHz4rqeeEhHVVFu2bMGTTz6JNm3aoFu3bhV+fHJyMtasWQODwYBXXnkFgwYNsvkB5/T0dLz22mu4evUqGgY54Y031AgOdrJpBnowFosFr7ycjqCgzti8eYvQceh/WFskyTasfT94IQsJRqVS4bnhz+HQ+hMwGTiJ3v/KSs/G50MW46MenyHzYjomqb2ws0FDPOvmxlJfSVwdHPB1XW9cjI3F88OHw2TizyAR1R5nzpzBoEGDEBISgq5d/4+9uw6LMnv/OP5m6G4pQRS7u7tbV10TFQtbMXeNtXuttRsMzLW7e+3uQkJpkG5mfn/4ld+6FirwzAzndV1z7co8M8+HnLmfc859GvzQczg5OTFixAjy5MnDX3/9xdixY3N81xEbGxu8vb35/fffeftGwaCBb1m1MoLERNFcT9k9eZLMs2cJDBw4SOoogqAWRGEvSKp///5EhUZz//RjqaMohaS4JNYM2szEarPwuepDT3MLThVwwd3SEn3RUCbLFdHTY14eG/bu28fQoUNzbI9mQRAEKQUHB9OiRQtMTU355ZdffqphmY6ODu7u7tSqVYsrV67g6urKo0ePsjBt5rRp04ajR49TpUpVdu+OppdbAFevJuR4DiHz9u2NoUABZ5o1ayZ1FEFQC6JSECRVpkwZqlSpzMWt16SOIqm0tDS2T97L2HJTuHP0AS2NTThWwIUxefJgpqkpdTy11sDYmCl5bFi5ciXTp0+XOo4gCEK2SkxMpHXr1sTGxtKpUyd0dHSy5Hnr169Pjx49iI2Nxd3dnW3btuX4xVI9PT0WLVrEkiVLSU01ZOKEYKZODSEiIi1HcwjfFh6exoULCQwb5iE64QtCFhG/SYLkBgwYyOOLzwnzi5A6So6Ty+UcXX6G0aUmc27TFarrGbDPOT+z7Oyw19aWOl6u0cHMjOFWVkyePJnVq1dLHUcQBCFbpKen07VrV+7du0fHjh0xMTHJ0uf/MDXfxsaGJUuWMGbMGKKjo7P0HJlRsWJFjhw5Srt27bjyTwJuPQM4eDAGuVzMylIWhw7GoKenh5ubm9RRBEFtiMJekFzHjh0xMTXh0vbcNWp/5e+bjC03lf3zj1FYQ4vNjk6scMhLIV3R9EcK7haWdDM3Z9CgQezZs0fqOIIgCFlKoVAwbNgwDhw4QPv27bG3t8+W83yYml+7dm2uXr2Kq6srDx48yJZzfY1MJmPMmDFs27YTKysH/loczvBhQfj6puR4FuFjKSkKDh9OwM2tN6amplLHEQS1IQp7QXIGBga49XTjn523SElU/xfcxxefM67aTDaO2YlVUjrLHBzY5uhEBdGVXVIaGhqMs85DEyNjunbuzPnz56WOJAiCkGXmzZvHihUraN68OYULF87289WrVw83Nzfi4uIYMGAAW7ZsQS7P+YZ2efPmZefOXXh4eODjk4Z7vzds2BBJcrJorieVc+fiePcuhSFDhkgdRRDUitjuTlAKPj4+FCpUiI6TW1O3R3Wp42SLgMdv2TB8G8EvQ7HU0sLDyoo2JqZoii73SiVFLmdgUBCPUHDh0iXKlCkjdSRBEISf4u3tjaurK7Vq1aJ+/fo5eu6UlBQ2bdrE27dvqVatGpMmTcLMzCxHM3wQFxfH2LFjuXv3DjY2WowcZU358vqSZMmtFAoFAwcG41KgFseOHWfu3LloaGjQr18/zM3NpY4n/I/Y7k65iH3sBZXTpWsXTl08ydQzo9HUVp+GcZFv37F++FZe3/LDQCZjgKUlXc3M0RPNYpRWvDwdt7eBRBga8M+1a+TPn1/qSIIgCD/k1KlTNGvWjJIlS9K6desc32f+g3PnznHp0iXMzMyYOXOmpBdNL1++zNSpk4mNjadhIyMGDrTE1FR93ncos7t3Ehk9OoiTJ0/SsGFDJk2axNy5c9HS0qJnz54MGzaMokWLSh0z1/tSIenv7094eHiO5bCyssLJySnHzqesRGEvqJx79+5RtmxZei3qTJW25aWO89MSYpPwGrWdR6eeoAn0MDenr4UlJqLLvUqISEvDNfAt2ra2XL56lTx58kgdSRAE4bvcvn2bOnXqYGtrS+fOndGU+PXn7du3eHt7k5ycTP/+/XF1dZWsI3paWhqzZ8/m+PGj6OlrMHiQJY0aG0l24SO3mDgxhLjYfNy//zDjax0SEsKqVatYsWIFoaGhNGvWDA8PDxo1aiS+HxL5XCHp7+9PsWLFSEjIuW0kDQwMePLkyXcV925ubkRFRbFv376PPl63bl3Kli3L4sWLP/r4vn37+OWXX1AoFCxYsIBp06YRFBSEwX+WyCYlJWFra8ukSZMYOXLkj35KP0QU9oJKatasGQ9f32PCUQ+V/WOelpLG9sn7uLbrJmnpctqbmjLY0gob0eVe5bxJSaFb4FucihXj7IULGBsbSx1JEAQhU+7du0fdunUxMjLC1dUVXSVpzJqWlsbGjRt58+YNVapUYfLkyZJOwfbx8WH06FEEBQVTpow+I0ZakTeveL3ODgEBKfRye8OGDRvo1avXJ/cnJyezY8cOFi1axN27dylWrBjDhw+ne/funxRZqsbZ2Rk/Pz+pY2Ravnz5WLVqFVZWVhkfe/r0Kd27d2fKlCk4OztnewZfX1+mTJnC5s2bv2sWx5QpU4iLi2P+/Pno6OhQunRpIHOFfVhYGA4ODqxfv57u3bt/dJy3tze9evXi7du3WFtb//Tn9z1EYS+opPPnz1O3bl0Gr+9FqfrFpI7zXeRyOYf/OsWpVedITkmjgZERI6ysKaAkb6aEH/M0KYmegW+pXKsWh48cUZo3x4IgCF/y6NEjateujb6+Pt26dUNfX/nWkV+4cIELFy5gamrKzJkzKVu2rKR5vLy88PRch1yejmt3czp1MkNbWzUHGJTVX3+Fc+2qDv7+b776WqpQKLh48SKLFy9m3759mJmZ4e7uzuDBg3F0dMzBxFlHQ0MDVSq5PldI3r59mwoVKuDl5UWRIkWyPcOzZ89wc3Pj1q1blC+f+Zm8/x6xv3nzJhUrVgQyV9gDtG/fnsjISM6ePfvRcQ0aNMDc3Jy///775z6xH5DZwl4s8hWUSu3atalStQonV6tWR/JL268xpuwUDi85RUlNHbY55WOpQ15R1KuBonp6LLO149L58/Ts0UOSrs6CIAiZ9fTpU+rVq4euri5du3ZVyqIe3r/e9+7dm8TERAYNGoSXl5ekf1/d3NzYv/8QRYqUwMvzHf36veHBgyTJ8qib6Oh0Tp6IZ/Dgod+8QK6hoUHt2rXZs2cPr169olevXqxcuZL8+fPTuXNnrl69mkOphdyoT58+nD9/ntevX2d8zNfXl7Nnz9KnTx8Jk32bKOwFpaKhocG438fx/LoPL2/6Sh3nmx6cfcLvVaazZdxubJMVrHLIyyZHR8oo6Rsp4cdUMjBgno0tO3fuZNiwYSp11V0QhNzjxYsX1K1bF5lMRrdu3ZR++rK9vT0jR44kb968rF69Gg8PDyIjIyXLY2Zmxrp165gxYwbvIrUY4RHIooVhxMamS5ZJXezZE41Mps3AgQO/63H58+dnwYIFvHnzhkWLFnHz5k2qVatG1apV2b59O6mpqdmUWMitmjRpgr29PV5eXhkf8/T0xN7ensaNG0sXLBNEYS8onVatWlGkWBFOrjondZQv8r0fwOT681je2xPdyETm2Nqxz9mZ2kai8Y66amRszGQbW5YvX87gwYPFyL0gCErl3r171KpVC4VCgaurK4aGhlJHyhQtLS169+5NgwYNuH37Nq6urty+fVvSTA0aNODIkWPUr1+fo0dj6dkjgLNn48RF3R8UFydn/754BgwY9MNrk42NjRk6dCjPnz/n4MGDGBkZ0aVLF/Lnz8/s2bOJiIjI4tTKz8vLS7KtI9WZpqYmPXv2zJhFpFAo2LhxI25ubpI3IP0WUdgLSkcmkzHut3HcO/2Yt8+CpY7zkbCACOb8spR5bZaS4BfJ79Z5OJ6/AK1NxX70uUFHMzOm2tiyauVK+vbtS3q6GMURBEF6L1++pH69eoSEhFClShWMjIykjvTdatasSZ8+fUhOTmbIkCF4enpK+jdWR0eHmTNnsm7dBnR1LZg5I5Tx40IIDhYjxN/rwP5oUlJg1KhRP/1cMpmMli1bcurUKe7fv0/Tpk2ZOnUqjo6O9O/fn0ePHmVB4pwTEBBAnz59sLe3R0dHh3z58jF8+PBPLlQ4Ozt/sjY8t3jx4gV37twhICDgo48nJyfz4MGDTP+dMDExITo6+pOPR0VFYWJi8tHHevfuTUBAAGfOnOH06dP4+/t/tuGjshGFvaCUunTpQl5HB06uPid1FADiohJY1nsDU+rMI/DeG9wtLTlVwIUeFhboiP3oc5VfzcyYbWvHRi8vuru6immAgiBI6unTp9SuVQtLQ1NsLaw5fPgwz549kzrWD7Gzs2PEiBE4OTmxZs0ahg8fLunUfIBixYpx4MBBevbsyd27SfTu9YZdO6NITxej95mRmChnz554+vTpi729fZY+d6lSpVi3bh0BAQGMHz+egwcPUrJkSRo3bsyRI0eUfmadj48PFStW5Pnz52zbto2XL1+yatUqTp8+TbVq1ST72Ve29zV58uShcOHCREREEBUVlfFxPz8/8ubNm+lR9KJFi3Lz5s1PPn7jxo1PmgG6uLhQp04dPD092bBhA3Xr1sXFxeWnPo+cICoSQSnp6OgwetQYrh+4S8Sbd5LlSElKYeOYnYyrOI3HZ5/SwdSUkwVcGGZljbGST8cRsk9rU1MW2Nmxa+dOOv36K8nJyVJHEgQhF3r48CF1atfBXM+Ik3M9ebTuILbmVuzcuVNli3stLS3c3Nxo2LAh9+7do1u3bty6dUvqWAwYMIDdu/eRL19BVq+OZOCAtzx7Jv72f8vhwzHExqYxduzYbDuHtbU1EydOxNfXly1btvDu3TtatGhBsWLFWLFiBXFxcdl27p8xePBgdHR0OHHiBHXq1MHJyYlmzZpx6tQp3r59y4QJE4D33dz9/PwYMWIEGhoanyz5PH78OMWKFcPIyIimTZsSFBT00f2enp4UK1YMPT09ihYtyooVKzLu8/X1RUNDg507d1K3bl309PTYsmULb9++JTQ0lMePH3P79m0ePnxIbGxsxmOePXuW7TdfX18ATE1NMTQ0xNjYmKSk9w0tIyIikMlkX9wqMzo6mrt37/Ls2TPu3r3L3bt3admyJa9evWLw4MHcu3eP58+fs3z5ctavX8+YMWM+eY4+ffqwZ88e9u7dq/RN8z4Q290JSis+Ph5HJ0fKti5Op8ltcvTccrmc/fOPcW7dJZJT02hibMxwK2ucdXRyNIeg3M7FxeERFEj9Ro3Ys3ev0nafFgRB/dy9e5eGDRriYGbFoZmrsTa1ACAhKYFS/VoT/C6cjh075si2VNklJCSETZs2kZiYSJ8+fZRmjeuRI0eYP38eSUnJ/PKLCW69LDAwEGNl/5WSIqdH9yBatuyMp6dXjp1XoVDwzz//8Ndff7F7925MTEzo27cvQ4YMIV++fDmW49/+u91dZGQkVlZWzJw5k3Hjxn1yvLu7O3///TcRERG8e/eOMmXK4O7uTr9+/QCwtbXFy8sLd3d36tSpw+zZs5HJZLi6ulKuXDm8vb0BWLt2LZMnT2bZsmWUK1eOO3fu0K9fPxYuXEjPnj3x9fUlf/78ODs7s2DBAsqVK4euri7jx4/Hzc2NMmXKYGBgQGJiIoGBgVSqVImEhISc+aIBenp63L17FxcXF548eYKTkxOGhoY8efKEIkWKoPOZ9+Vubm5s3Ljxk4/37NmToUOHMmHCBO7cuUNSUhKFCxdm1KhRdO7c+ZPjExMTsbOzAyAoKEjS93hiH3tBLUydOpVZc2Yx6/I4jCxyphHQ2Y2XOfjnMRLik6lsYMBoa2tK6omCTfi8f+LjGRT4lsLFivHPlSsYGxtLHUkQBDV38+ZNGjdqTP489hycvgoLY9OP7v93cd+pUycKFy4sUdKfl5aWhre3N76+vpQvX55p06ZhaWkpdSySkpKYOHEiV65cxsxME48RVlSvrhoNC3PKwYMxLPkrIqMIk4Kfnx/Lly9n7dq1xMTE0K5dOzw8PKhevXqONjv+b2F/7do1qlatyt69e2nbtu0nxy9atIiRI0cSEhJCnjx5cHZ2xsPDAw8Pj4xjvLy86NWrFy9fvsyYJr5ixQqmTZtGcPD7HlVOTk7MnTuXLl26ZDxuxowZHDlyhH/++SejsF+8eDHDhw/POKZx48ZMnTqVcuXKfVRI+vv7Ex4e/knesLAwEhIScHJyQkNDgxcvXmBhYfHN39WIiAhCQ0OB9xdkzM3NM4ppAG1tbWQyGXK5HEtLS+zt7fH19UVfXx8DAwMCAgJQKBTY2dlhYWHxyfP/ex97VZbZwl4rBzMJwncbMmQIc+fN5ezGy7Qakb1bTNw5/pBtE/YQExFHEV1dxuR1pLqKdBUWpKMv0wANDR4+ekS9unU5cvQoefLkkTqWIAhq6uLFi7Rs0ZKiefNzYNoKTA0/vZhooGfAg7UHKNmvNTt27FDp4l5LS4uePXty5coVzpw5Q7du3Zg+fTqVKlWSNJeenh7z58/n3r17jBv3O5P+CKFGTUOGDrHEylq8vU5LU7BzRxy//vqrpLNG8uXLx7x585g0aRKbNm1iyZIl1KxZE3Nz82yd/aGjo8PBgwcpX778Dz3+w0WAb118MDAw+Gjtt52dXUahHBYWltGc78NIP7y/WGZq+vHFwP8Wv927dyc6OhofHx9MTU0xNzfHwMAAJycnnJycPjo2Pj4eTU1NihUrljGCrqWlhY2NDTY2Nl/MHhsbi6amJmXLlsXQ0JDk5GQCAgKwsrL6Yj+G2NhYEhIScHR05OHDhxQoUABtbW2ePHmCsbEx2traX/16qTvxl0dQapaWlrj3c2f9xnU0cq+DnqFulp/j1S1fvEZuJ8w/EnttbSbZ2dPU2BiZ6HIvfMPLpCT6vH2LjYkJq7p2ofcWb2pWr87xkyfJnz+/1PEEQVAzO3fupHv37lQtWoa/Jy3B2ODLF58N9Ax4qCbFPUC1atUoUKAAmzdvZtiwYfTu3ZvevXtLPjW/TJkyHDp0mL/++os9e3Zx62YC/fpZ0LKVCZqaufd9xJkzcQQFJWWsE5eakZERgwYNYsCAAZw4cYK7d+9m6/l0dHQoUKDAF+8vWLAgGhoaPH78+LMj9k+fPsXc3BwrK6uvnue/hey/ZwZ8aB64du1aqlSp8tFx//29+e/2mL/++isvXrzA1NSUxMREgoODyZs372cL9bi4OFJTU7l///5HHw8ICCAkJITSpUt/Nvvbt2+xsLDI2ALRwMAAuVyOn58fdnZ2n1zU+HBf/vz5SU5ORqFQZMyS1NXVJT4+Ptdv/ycKe0HpjRw5kuXLl3Np+zUa9qmdZc8b8jqM9cO28ubhW0w0NZmYx4YOZmboiIJeyIS3KSl0fhuAsb4+Z0d64GJtzeXRI2mydDk1qlfn+IkTlCpVSuqYgiCoAYVCwYIFCxgzZgyd67VglcdUdLW/3fNF3Yp7GxsbRowYgbe3Nxs2bOD27dtMnz79m8VPdpPJZIwYMYKOHTsyatQoli7148SJOEaNsqKAS9YPSCi79HQF27fF0rJliy8WdVKRyWQ0bdqUpk2bSprD0tKSRo0asWLFCkaMGPHR+u3g4GC8vb3p0aNHRnGro6Pz3ds/2tjY4ODggI+PD926dfvujFpaWlhaWqKnp8ebN28IDw//bGFvaWn5yXZxz58/x9LS8qu/m3K5/LMzEr60SjwoKCijkV5CQsJHxykUii8+LjcRnT4Epefk5ES3bt04s+4yqck/vwVHTHgcf3Vfy7QGfxL6KJBBllacLOBCV3NzUdQLmRKZlkb7AH+0tLQ5PWI4Lv+72vyhuLfR0aF2rVpcunRJ4qSCIKi69PR0hg4dypgxYxjTsQ8bRs/KVFH/wYfi3sbcih07dvD8+fNsTJv9NDU16dGjB02aNOHhw4d069aN69evSx0LAAcHB7Zv387o0aPx85MzYMBb1q6NIClJubddy2qXLsXj75/ExIl/SB1FqS1btozk5GSaNGnChQsXCAgI4NixYzRq1AgHBwdmzpyZcayzszMXLlzg7du3n13j/iVTpkxh9uzZ/PXXXzx//pwHDx7g6enJwoULv/q4WbNmkZiYSEpKCvHx8cTGxn5xbbeWlhb6+vof3TQ0NNDW1v7oMa9fv+bNmzcZ/zYzMyM0NJTIyEiSk5OJiYkhMDAQMzOzTwr+xMREIiMjM6bo6+npoaGhQVhYGFFRUSQlJX0y6yA3EoW9oBLGjx9PdFgMF7Ze++HnSElIYb3HVsZXmc7zSy/oYmrOyQIuDLKywlDsRS9kUrxcTms/X1I1NDgxfCilHBw+ut/GxIRzI4ZT1taGRg0bcuDAAYmSCoKg6hISEujQvj0rV65k6ZA/mOY2/IcafmUU92aWalHcA1StWpV+/fqRnp7O8OHDWb16NWlpaVLHAqB9+/YcPnyM8uUrsnNHNL17veHmzZzrJC4luVyB95ZYGjSo/8n0b+FjhQoV4ubNm7i4uNCpUydcXFxwd3enXr16XLly5aNmcNOmTcPX1xcXF5eMqeuZ0bdvX9atW4eXlxelSpWiTp06eHl5fXO5oFwuJzIykhcvXvDixQv09PR+ekeBlJQUUlP/f4DOzs4OW1tb3r59y8OHD/H19cXExOST8ygUCvz8/HB0dMxYQiCTyXB2diYoKAg/Pz+cnJw+2yE/txFd8QWV0adPH/7ev4tp58agZ/TljpD/JZfL2T3rMBc3/UNqajrNjU0YZmWFo/gDIHynFLmcpr6vCU9P59iwITQoWvSLxyalptJtgxf77t1j3rx5jBw5Mkc78AqCoNpCQ0Np3aoVD+4/YMvvf9Ks8s8vRUtISqBk31aEREWo/LT8D+RyOd7e3vj4+FC6dGmmT5+uVA1Mr169yuTJfxATE0e9+kYMGmSJubn0W/Zll9OnYpk9O4wrV65QtWpVqeMojf92xVd2me3CruxyW1d8MUwpqIwpU6aQFJvEGc/LmX7MqXUXGFVyEqfXX6SSjh5/53PmT3t7UdQL300ul9PWz5fQtDR2uff9alEPoKetzc5+fRjdsAGjR4+mW9euObr3qyAIquvBgwdUrlQZ35c+nJizIUuKevjfyP26g2o1ci+TyejevTvNmjXj8ePHuLq6cvXqValjZahatSpHjx6nVatWXDgfT88eARw9EqNSRV5mpaYq8NoYS+vWrURRLwgSEIW9oDIcHR0ZNGgwp9ZeIO5d/FePvXHwLmPKT+HvmYfIr5Dh6ejI2ryOFFPhq46CdORyOR39/fBNScGzZ3fali2bqcdpymTMbfcLO/r2Yf/evVSvWpXXr19nb1hBEFTawYMHqV6tOqZaelxY6E2FwiWy9PkN9Ay4v0a9inuAypUr079/f+RyOSNGjGDFihVKMzVfJpMxfvx4vL23YW5uy4IF4YzwCMLfP0XqaFnqyJEYgoOSmTlzltRRBCFXEoW9oFLGjx+PhkLGidXnP3v/82s+TKg5m/XDtmIWl8oie3t2OeWjyle2BBKEb+n39g2Pk5NZ0ulXevzAKETHihW4OnY0sSEhVKxQgZMnT2ZDSkEQVJlCoeDPP/+kTZs21CtdmdN/bsQpj122nMvIQD2LeysrK0aOHImLiwtbtmxh0KBBGXt6K4N8+fLx99+7GTx4MM+fp9Gv7xs2bowkJUX1R+8TE+V4b4mle3dXSpYsKXUcQciVxBp7QeVMmjSJuX/OYdq5sZjZmAIQ+CKEDcO38vZJEOaamgyzsuYXU1O0xZpm4Sd5vH3LibhYprVqyR8tmv/Uc0XGx9N1gxcnnzxhzpw5jB49Wqy7FwSB5ORkBgwYgJeXF2M79WVy9yHIcqCpa1xCAqXcWxEaFUHnzp0pVKhQtp8zp9y4cYMTJ06gp6fH1KlTqV69utSRPhIdHc3YsWN58OA+dnbajBptRZky+t9+oJLauvUdmzfF8vz5C5ydnaWOo3TUZY29v7//d3Xl/1lWVlY4OTn98OO/d429l5cXHh4eREVF/fA5s0Nm19iLwl5QOdHR0eQvkJ9SzYvSYmh91g/fxsurPuhqaOBuaUl3cwsMRJd7IQtMDQ5iR3Q0Ixs2YH77dllShKfL5fxx4CCzjx2nU8eOrN+wQWzRIgi5WGhoKO3btePGjRusHDaFLvVb5uj51bm4j4iIwMvLi7i4OFxdXenfvz9aWlpSx/rIhQsXmD59KnFxCTRpakz//haYmKhWc73Y2HR6dA+kZ8/+LF26VOo4SkkdCnt/f3+KFStCQkJSjuUwMNDjyZNn313cBwQEMGXKFA4cOEB0dDR2dna0bduWSZMmYWlpCbzfQtDDwwMPD4+Mx6l6Ya9cf90EIRNMTU0Z9/s4fvv9N/7ZehXkCrqbm9Pf0gozTdV6MRSU16LQUHZGR9OrerUsK+rh/br7WW3bUN7REbfNW6hWtSr79u+nQIECWfL8giCojosXL9K5U2fSkpI5Nns9VYuVyfEMRgYGPFhzkFLurdi+fbtaFfeWlpaMGDGC7du34+3tzZ07d5g5cyY2NjZSR8tQu3Ztjh49zvTp0zl18iT/XI5nyBBL6jcwUpkZXdu3RyGXazFx4kSpowjZKDw8nISEJMaNs8bJKfubUPv7pzB7dhjh4eHfVdj7+PhQrVo1ChcuzIwZM2jWrBmPHj1izJgxHD16lKtXr360lWBOSE1NRVtbO9vPI0bsBZWUkJCAo709evEJbHRywiEHflmE3MMzIoIFEeH8UrYsO/r1QTObZoA8fBtI29VriExJYdv27TRp0iRbziMIgnKRy+XMnTuXiRMnUr1EeTaOnYO9pbRbtL0fuW9JaFSkWhX3H9y6dYtjx46hq6vLlClTqFmzptSRPvH8+XPGjh1DSEgo5cvr4zHCCnt75X5/Ex6ehlvPt4wa9TszZsyQOo7ScnZ2xs/PT+oYmZYvXz5WrVqFlZVVxseePn1K9+7dWbnSgUKFdbM9w4vnyQwc+JbNmzdT9Bs7Ef3bsGHDePXqFbt378bExITSpUsDEBwcjIuLCz169ODJkyecP/9xvy6FQpExYr9jxw48PDwICAigZs2aeHp6Ymf3/z1PPD09mTdvHq9fv8bZ2Zlhw4YxaNAgAHx9fcmfPz87duxgxYoVXL16lZUrV1K/fn2GDBnCpUuXSElJwdnZmT///JPmzb+9zFOM2AtqzcDAgLnz59OvXz+i0tNFYS9kmd1RUSyMCKdB0SJ493bLtqIeoKSDPTd+G0s3Ty+aN2/OrFmzGDt2rMqM0giC8P3CwsLo7urKiZMnGduxLxNdB6KlKf3bsfcj94co6d5S7UbuASpUqED+/Pnx8vJizJgxdO3alYEDByrV1PzChQuzb99+1q9fz8aNnvTp/YaePc3p8KspWlrK+bqwZUsUenqGjB49WuooSs3X11fqCN/lc4VkTvT9+JzixYtTvnz5TB0bGRnJ1atXmTlz5icX72xtbenWrRs7duzgxYsXlC1bFnd3d/r16/fRcQkJCcyfP5/Nmzcjk8lwdXVl9OjReHt7A7B27VomT57MsmXLKFeuHHfu3KFfv34YGhrSs2fPjOf57bffWLBgAZ6enujq6uLu7k5KSgoXLlzA0NCQx48fY2Rk9JNfnY+JhciCynJzc6N4kSLMjwhXqXVLgvI6FRvL1LBQKud3Zu+A/ujmwAUjc0MDDg4awLgmjfn999/p1LEjcXFx2X5eQRBy3sWLFylbpiy3r9/kwPSVTOk5VCmK+g+MDAx4uOYQ1mYWbN++nRcvXkgdKUtZWFjg4eFBkSJF2LZtG/379ycoKEjqWJ/o06cP+/YdwMWlCOvWRTKg/1uePMm5dc2Z9fZtKseOxjF+/ETMzMykjiMIvHjxAoVCQbFixT57f7FixXj37h3p6eloampibGyMra0ttra2GcekpqayatUqKlasSPny5RkyZAinT5/OuH/69OksWLCAdu3akT9/ftq1a8eIESNYvXr1R+fy8PDIOMbe3h5/f39q1KhBqVKlKFCgAC1btqR27dpZ+vmLwl5QWVpaWsydP59rcXFcjP/6vvaC8C1X4+MZFRJEMTtbjgwZjKFu9k8z+0BTJmNGm9bs7t+Po4cOUaVyZe7du5dj5xcEIXulp6czZMgQ6tatSwEre64u3UnD8srVpf0DdS/uZTIZnTt3pmXLlrx48YLu3btz8eJFqWN9wsLCAk9PT6ZOnUpIiAZDhwSyZEk48fFyqaNl2Oj1Dmtra4YMGSJ1FEHIlA8DgV+bGWlgYICLi0vGv+3s7DK2zQwLCyMgIIA+ffpgZGSUcZsxYwavXr366Hn+241/2LBhzJgxgxo1ajB58mTu37+fVZ9WBlHYCyqtRYsW1KlZk4XvIkkXo/bCD3qUmMjAoEAczS04OXwYZgYGkuRoV64c18aOQSsulkqVKjFv3jzS09MlySIIQtYICAigQf36rF61CnMjE/ZPXS75evpvUffiHqB8+fIMHDgQmUzG2LFj+euvv0hNTZU61icaN27MsWMnqFOnDocOxtCzZwAXL8ZLPlPx8aMkzpyJY+rU6ejrq+42fYJ6KViwIBoaGjx+/Piz9z99+hRzc/OPegf813+b3P17RwO5/P2FtbVr13L37t2M28OHD7l69epHj/vvjkd9+/bFx8eH7t278+DBAypWrJjlu0iIwl5QaRoaGsxbsIDnCQnsj4mWOo6ggvxSUujx9g0WRkacHemBjYmJpHmK29txfewYRtSry++//069unVVbm2eIAjv7dixg9IlS/Pi/jP6VexEZGw0UzcvlzpWpmQU96bvi/uXL19KHSnLmZub4+HhQdGiRdmxYwfu7u5KOTVfR0eHOXPmsHr1WjRlpkydEsIfE0MIDU2TJI9crmDFiijKlClF7969JckgCJ9jaWlJo0aNWLFiBYmJiR/dFxwcjLe3N506dUJDQwMdHZ3vHjyxsbHBwcEBHx8fChYs+NEtf/7833y8o6MjAwYMYM+ePYwaNYq1a9d+1/m/RXkWdgnCD6pcuTKdOnZkyf79NDE2xlAmtrwTMic4NYUOAf7o6+pydoQHTjm8/cmX6GprM7fdL7QoVZIeGzdTulQpli5bRo8ePURjPUFQATExMQwdMpRNmzfRslh9ZjcehZmeMS/D/ViydxP1y1ahSaVaUsf8JiMDAx6uPUTJfi3Ztm0bXbp0oWDBglLHylIymYxOnTpx9+5djhw5gqurK5MmTaJOnTpSR/tEyZIlOXDgICtWrGDHjm30cgugTx8L2rQ1QVMz514bTp2K4+nTBM6fX4am2GY41/H3T1Hq8yxbtozq1avTpEkTZsyYQf78+TO2u3NwcGDmzJnA+50KLly4QOfOndHV1f3qKP6/TZkyhWHDhmFiYkKzZs1ITk7m5s2bvHv3jpEjR37xcR4eHjRr1ozChQvz7t07zpw588VeAD9KbHcnqAU/Pz+KFSlCN0NDRlor9xRHQTlEpaXRzM+XNE0ZF0eNopyTo9SRPis6MZHhO3ex8cpV2v3yC6vXrMn0i48gCDnvypUrdOvSldDgUGY09KB9iSYZF+TS5GlUWtGedFk6t1buxc7CWuK0mROXkEDJfi0Ji45Uy+L+g6ioKDw9PYmJiaFjx44MGTIkR/ae/hEhISGMHDnyfyOHuowabUWhQtnfGyYhQU7vXkHUq9eanTt3Zvv5BGl8riu+v78/xYoVISEh5xo5Ghjo8eTJs+/axx7e1wVTpkzh2LFjREREYGtrS9u2bZk8eTKWlpYAXL16lf79+/Ps2TOSk5M/2u4uKioq47n27dvHL7/88tHyl61bt/Lnn3/y+PFjDA0NKVWqFB4eHvzyyy8Z293duXOHsmXLZjxm6NChHD16lDdv3mBiYkLTpk1ZtGhRRp6vyex2d6KwF9TGtGnTmDF1Kvvy5SO/Ts41PhNUT4JcTrPXPsQApzyGUVMF3qTuvn2H/tu2o6mnx/IVK+jQoYPUkQRB+Jfk5GRmzpzJrFmzKGtXjL9aTCSfmf0nxz0Pe03TjX2oXqIcR2atlWwLqe/1vrhvQVj0O7Uu7uVyOX///TdPnz6lUKFCzJo1CwcHB6ljfdH+/ftZvHgBycmpdOhgSo+e5ujrZ9/P1Pp1kezdm8DTp8/Jly9ftp1HkNaXCkl/f3/Cw8NzLIeVldV3F/XqSBT2Qq6TmJhIsSJFcIqKYpWdvZiyLHxWmlxOM9/XhKSnc3DwQJqWKCF1pEwLjo5m0PYd7L1zlw7t27Ns+XJsbGykjiUIud6FCxfo38+dl69eMaxqd4ZW746W7MurHVde28qsc6uY1nMYYzr1zcGkPye3FPcA9+7d4/Dhw2hpaTFp0iTq1q0rdaQvSkpK4vfff+f69WtYWmoxYqQVVapkfRPYwMBU+vR+y7hxE5k6dWqWP7+gPDJbSAo5QxT2Qq60f/9+2rZtyzIHB+obGUsdR1Aycrmctn6+vEpNZUffPvxaobzUkb6bQqFg163bDN6xE4W2NkuWLqVLly7iQpYgSODdu3eMHTuWdevWUSFvSeY0Hk1R6wKZemybzQO5G/SE0/M3UrVYmWxOmnVyU3EfHR2Np6cn0dHRdOjQgaFDh6KjoyN1rC+6efMmEydOIDo6htp1DBkyxBILi6xrpzVlciivXxvz7NmLTzp+C+pFFPbKJbPfD9WY/yUImdS6dWsaN2rEnIgIkuXKs9eroBxcAwJ4mZLCmm5dVbKoh/c7QXSsWIHHkybSyKUA3bp1o03r1gQGBkodTRByDYVCwY4dOyhWpCg7tmxnZuOR7Om6LNNFPcC2Tosw1NHHdfZoouJisjFt1jIyMODB2kNYm5qzbds2teyW/4GpqSnDhg2jRIkS7N69m759+/LmzRupY31RxYoVOXLkKO3ateOfywn07BHAoYMxyOU/P4Z3+3Yily7F8eefC0RRLwhKShT2glrR0NBgydKlhKSlsSEyUuo4ghIZ8CaAu0mJzG/fjr41a0gd56dZGxuzrU9v9g5w58alSxQvVoyVK1eSlibN9keCkFv4+fnRskULOnfuTAWLYpzpvYke5doi0/i+t1QGOnp4tp9NcGQ4g5ZMlXxf8u9hbGCYa4p7mUxGhw4dMppi9ejRg9OnT0sd64tkMhljxoxh69YdWFk5sHhxOB7Dg/D1/fFO5unpClauiKJ69ap07tw5C9MKgpCVRGEvqJ0iRYrgMWIEa6Pe8TY1Veo4ghL4LTCQC/HxTGzejFGNGkodJ0u1LVuWx39MpEOpkgwePJiypUtz/PhxqWMJgtpJTk5m1qxZFC9WnDv/3GJdu5msbjsdW+Mf36WiimNZepVvx95LJ/E6vicL02Y/YwND7q89mCuKe4BSpUoxZMgQdHR0mDhxIn/++SfJyclSx/oiR0dHdu7chYeHB69epeHu/oYNGyJJSfn+2YyHDsXg65vEkiXLxLKvXEaVLjiqs8x+H8Qae0EtxcbGUqRgQUolJbHY7tOuxELuMSskhC1R7xhctw5LO3VU6zclt/39GfH3Hi48f07zZs2Yv2BBlu+RKgi50ZEjRxg+dBi+fn70Lt8ejxpuGOtm3XTkumtdeRMbzJWlOyjm5JJlz5sTYhLiKNW3FeEx6r/mHt73atm7dy+PHj2iQIECzJ49G0dH5dwu9YO4uDjGjh3L3bt3sLHRYtRoa8qV08/UY2Ni0nHrGUj79q5s2LAhm5MKyiI1NZWXL19ib2+Pqamp1HFyvYiICEJDQylcuDCamppfPE4U9oLa2rJlC927d2d9XkeqifVgudLy8DBWRETQtXIlNrn1VJltpX6GQqFg7927jN6zD//ISAYOHMiUKVMytU+qIAgf8/HxwWP4cA4eOkRN5wpMbTCcwlbOWX6eyIQoqq7uiLOtPZf/2o6+rmo1q/p3cd+1a1dcXFTr4sSPePjwIQcOHEBTU5MJEybQsKHyzwa7fPkyU6dOJjY2noaNjBg40BJT0y8XCQCLF4Vz/nw6z5+/xNbWNoeSClJTKBT4+/uTmpqKvb19rnj/pIwUCgUJCQmEhoZiZmaGnZ3dV48Xhb2gthQKBbVq1CD47l32ODqhrcYjtcKnvN9FMjssjOYlS7JngDvaX7nCqY6SU1NZcvYc048eQ1NHh8lTpjBo0CCl7ugsCMoiISGBuXPnMnfOXCwNzJhUZzDNi9TJ1hk/R56dY+D+KfRt/it/DZ6QbefJLrmxuI+JicHT05OoqCjatm3L8OHDlb6DeFpaGrNnz+b48aPo6WsweJAljRobffZn+/GjJIYNC2Tp0qUMGTJEgrSClFJSUnj9+jVy0YxacmZmZtja2n7zNUgU9oJau3v3LhUqVGCMpRU9LSykjiPkkEPR0YwLDaFmQReODR2Cnra21JEkExoTy6SDB1l7+R8KuhRg/oKFtGzZUq2XJAjCj0pPT8fb25tJE/8gKCgI90qdGVrVFQOdzE1b/lmD9k/h4NMzbJ+4iDbVG+TIObPS++K+JeExUbmmuJfL5ezbt49Hjx7h7OzM7NmzcXJykjrWN7169YoxY0YTFBRMmTL6jBhpRd68//9amZamYNDAYMzNi3Lt2o2vTv8V1JdcLicl5ccbLwo/T1tbO9O/f6KwF9TewIED2bJuHQed8mGTiwu83OJ8bCxDg4Mo45iXsyM8MFby0ZOc8uDtW0b+vYdTT57QoH59Fi5aROnSpaWOJQhKQaFQsG/fPiaOn8Djp09oUrgWE+oMIL9Fzq6dlsvlVF7ZgQR5IjdX7MEpz9enXSqj3FjcAzx+/Jh9+/Yhk8kYN24cTZo0kTpSpnh5eeHpuQ65PJ3uPczp2NEMbW0Ndu6MYt3aKG7cuEH58qq5Pawg5DaisBfU3rt37yhepAjFk5JZamcnRirV2O2EBHoHvqWAtRWXRo/C0shI6khKRaFQcPjBQ0bt2cvL0FD69unD9BkzyJMnj9TRBEESCoWCU6dOMf73cdy8fYva+SsxumYfytkXlyyT77u3NNjQg/KFinNynidamlqSZflRMQlxlOzbksjYaLp06ZJrivu4uDg2bNjAu3fvaN26NSNGjFD6qfkAUVFRjB49msePH5E3rzY93cyZ/2cE/fsPYfHixVLHEwQhk0RhL+QKe/bsoX379iyws6eZiYnUcYRs8DwpiU5vArA1NeWfsaOxNzOTOpLSSklLY+X5C0w5cpR0DQ1++/13hg4dion43RBykatXrzJ+3DjOnjtH+bwl+K1mP6rnU46RSc9bu5l86i/Gde3PH66DpY7zQ3JrcS+Xyzl48CD37t3D2dmZWbNm4ezsLHWsTDl9+jSzZ88gPj4JS0tzXr/2w9jYWOpYgiBkkijshVyjQ7t2nD18mENO+TATa8XUSkBKCr/4+2FkYMDV38aQ3+rH95XOTSLi4ph2+AirLl7CwNCQYcOHM3z4cCxEPwpBjd24cYPBgwdz48YNitm4MKZmXxq6VFe62Vydtg3nSsBdjs9ZT61SFaWO80Nya3EP8OTJE/bt24eGhga///47TZs2lTpSppw4cYLJkyezcuVKBgwYIHUcQRC+gyjshVwjODiYYoULU1smY46t6q1bFD4vIi2N5n6+yLS1uTxmFCXs7aWOpHICo6KYf/IUqy5eQlNbm0GDBzNy5EhsbGykjiYIWeb69etMmTKFo0ePYmpkSHRcPNs7L6JGvgpSR/uslLQUyq/4BT09HW6t3IuliZnUkX5Ibi7u/z01v2XLlowaNUqpp+bHxMTQtWtXatWqxd69e6WOIwjCdxKbEgq5hq2tLQv/+osD0dFcjI+TOo6QBeLS0mjt50uahgYnhw8VRf0PsjczY+GvHfCdMZ2htWqyculSnPPlY/jw4bx580bqeILwwz6soW/cuDFVqlThyb27TO7nxr75MzHQ1WP+xfUo6/iGjpYOWzrMJyImin4LJyptzm8xMTDi4bpDWBibsm3bNl69eiV1pBxjZGTEsGHDKFeuHEeOHMHNzY3Xr19LHeuLli1bRmpqKsuXL5c6iiAIP0AU9kKu4ubmRoP69ZkaHk68PF3qOMJPSJLLaeXvR5xCweEhg6ikImsYlVkeE2NmtW2D34zpjGvciA1r1lAgvwtubm48fPhQ6niCkGmpqals2bKFsmXK0KhRI/yeP2WKuxsbp4yjUZWKaGtp0blxfW6+fcglv1tSx/2isvbFGFipK0evX2DlwW1Sx/lhubm4B2jdujW//vorQUFBuLm5ceTIEakjfeLWrVscPHiQefPmYS8ukguCShJT8YVc5/Xr15QsXpxf9PSZIKYaq6Q0uZyWfr68SU1l38D+tBLbtmU5uVyO6Ygx6OtZkK5IJTImlCaNmzB6zGgaNGigdOuRBQEgOjqaNWvWsHjxYgIDA6lWqgSdG9enfNHCn/zMyuVymg37jULmzhzovkqpf6Ybb+jFi0g/Li3eShmXolLH+WHR8bGU6teKyNhounbtSoECBaSOlKPi4uLw9PQkMjKS5s2bM3r0aPT19aWORVJSEj169CBfvnycP38emUyM+wmCKhK/uUKukz9/fmbNmcPWqHfcTkiQOo7wneRyOZ38/QhISWGTW09R1GeTRafPEJecyK81hjK542Z61h/H47s+NGrUiDJlyrJlyxZSU1OljikIAPj7+zNq1Cgc8+Zl/PjxlM3vxKap4/lz+EAqFCvy2aJdJpPRtWkD7gY94dzr6xKkzrxdXZego6lNt1mjiE9S3dctU0NjHqw9iIWxKVu3bsXHx0fqSDnKyMiIoUOHUr58eY4dO4abm5tSfA3Wr19PSEgIa9euFUW9IKgwMWIv5Erp6elUr1qV8EeP2J3XEV3xQqYy3Pz9uZ6YwPLOnRhUt47UcdSW1eix6OpYM67D2oyiSKFQ8PztHc48/JtHftewt3fA3b0fPXv2VJntnAT1IZfLOX36NCtWrODgwYMY6OnRtk4N2tevg5WZaaafo/nw38hv4sjhnmuVetT+zKur9NrzO64NWrN6xDSp4/yUqLgYSvdrTWRc7hy5B3j27Bl79uxBoVAwduxYWrRoIcnP34MHDxgwYAAzZsxg3LhxOX5+QRCyjijshVzr0aNHlCtblj6mpgyzspY6jpAJw96+4VRcHDPbtGZ8M9XYOkgVeV+7jqunF70aTKRCwXqfPSYw8jXnHuzh9utzJCUnUK9uPXr36U27du0wMDDI4cRCbhIeHo6XlxerVq3k1SsfXPI60KZODZpWq4KBnu53P9/WY6dY8fc+vDrMpYFLtWxInHVGHZnNzgdH2fjbXDrWaSZ1nJ8iintISEhgw4YNRERE0LRpU8aMGZOjfz+TkpLo2bMnNjY2/PPPP2hpaeXYuQVByHqisBdytWnTpjF96lR2OTpRRIm3oBHgj+AgdkdHM6ZRQ+a2+0WpR9ZUneO4CSSk6TC582Y0ZZpfPTY5NZG7ry9y7flxnr+9i5GhMZ27dKJXr15Uq1ZNfJ+ELCGXyzlz5gxr16xh3/79KBRy6lUoR5s6NSldsMBP/ZzJ5XJaePyOo5E9x9zWK/XPrFwup8aazkQmRXFzxR7y2+WVOtJPiYqLoVS/VryLi8m1xT3AoUOHuHPnDg4ODsyaNYuCBQvmyHkXLVrEgQMHuHPnDkWLqm7vBkEQ3hOFvZCrpaSkUL5sWeR+fmzL64iOEr+hy83mh4bi+S6SPjVrsKZbV6V+463qTj5+QuMlS+lcy4OaxVt912PDYwK59uwEN16dJDw6mIIuhejdpxc9evTAwcEhmxIL6uzFixds3boVzw0b8PP3J7+DPS1rVKVJtcqYGRtl2Xl2njzLkh27WdduJk0K1cqy580OgTGh1F7XlRLOBTm3YDPaWtpSR/oporh/78WLF/z9998oFApGjx5Nq1atsvW17vbt2wwePJiFCxcyYsSIbDuPIAg5RxT2Qq539+5dKleqRA8TE0ZZ55E6jvAf6yIiWBwRTvty5djWtzeaoh9Ctio2ZSoBUYnM6LYDbS2dH3oOuULOi8B7XH12jHu+l0hLT6FRo0b06tWLNm3aoCdmxwhf8fbtW3bs2IG39xZu376Dgb4edcuXpVWt6pR0yZ9txU7z4b9hp5+HE709kWko99+ZHfcPM+bYPEa0d2Nmb9UvykRx/15CQgKenp6Eh4fTuHFjfvvtt2yZmp+QkECPHj3Inz+/6IIvCGpEFPaCAPz555/8NnYsno6OVDYwlDqO8D+7oqKYFhpCw2LFODBoADpi/V+2uhsQQPmZc2hdpQ+NynbJkudMTI7jts95rr04jk/QI8xMzejarStubm5UrFhRzL4QAIiIiGD37t1s3bqVCxcuoK2lRbVSJWhYuQLVS5dAV+fHLjJ9j91nzrNo6y5Wt51G8yJ1s/18P6vnrrGc8bnKwRmraFi+utRxfpoo7v/fkSNHuHXrFnZ2dsyZMyfLp+bPmTOHkydPcv/+fVxcXLL0uQVBkI4o7AWB913yG9avz9Nr19nr6Iip5tfXFQvZ73hMDGNCgqnk7Mwpj2EY5MAb+9yu6px53HkTzEzXHejrZt005w9CogK4+uw4N1+d5F1sOE6O+Wj7SxvatGlDrVq10NZW7SnFwvcJDw/n8OHD7Nq1i+PHjyOXy6lQrAiNKlegdrkyGBnk/P7eLT1+x0rXktN9Nir9qH2aPI2Ky9uBFtxauRcbc0upI/00Udz/v5cvX/L3338jl8sZOXIkbdq0yZILoRcvXmTs2LGsWrWKPn36MH/+fDp37ix2NhEENSAKe0H4n4CAAEqXKEE1DRnzbW3FSKKErsTHMyDwLcXs7LgweiSm+jn/Bj+38YuIoMDEyTQo04k2Vfpm67nS5ek8f3uH+76XefTmKpExoZiamNKiRQtat2lN06ZNMTXN3HZlgmp5+PAhJ0+eZO/evVy+fBmFQkEJlwI0rFSO+hXLY2FqImm+A+cvMW/zdla0nkKrYvUlzZIZj0Ne0nKzO7VKVeTgjFVqMaVaFPf/LykpifXr1xMeHk6DBg0YN24choY/PqswMjKS7t27U7VqVQ4dOkRiYiKlSpUiNDSUxYsX07t3b/HeRxBUmCjsBeFfduzYQefOnZlja0drUVhI4kFiIt3fvsHJwoJ/xo7G2thY6ki5QtMlSzn19AXTu23DxMAix86rUCh4E/6C+35XeBhwhYDQF2hraVO7dm2aNW9GkyZNKFGihHizqaJSUlK4ePEihw8f5tDBg/j4+KAh06By8WLULFuKGmVKYSlxMf9frUaMw0zLlLN9v70rhDJYdmUzcy+sZWbvEYzs0EvqOFni38V9t27dyJ8/v9SRJHXs2DFu3LiBra0ts2fPpnDhwt/9HAqFgt9//51Hjx7x8OFDbG1tAYiJiWHEiBFs2LCBli1bsnbt2oz7BEFQLaKwF4T/6NG9O3u3b2ePoxN5xfTvHPUqOZlfA/yxNDbmytjROFrkXIGZm0XGxWEzdjxVijSlS21pG3FFxobwwO8KjwKu8TLoHimpydjZ2tOseVOaNGlCw4YNsRA/F0orPT2de/fuce7cOc6ePcvZM2eIT0jAzNCQIjYWPAkMxdjYmB2zp0gd9YuOXLrKLK8tLGn1B78UbyR1nExpudGdh6HPObtgM5WKlJI6TpYQxf3HfHx82LlzJ+np6YwYMYJffvm+bV8PHDjA7Nmz2bt3L23btv3k/oMHD9K3b1/S09NZvXo17du3z8L0giDkBFHYC8J/xMTEULpkSSwj3+Hl4ICWGCnMEUGpKbT290NPV48rY8dQyEbsUJBTuqzbwI6bt5jUeSPWpsqzLV1KWjKvgh7w5M0NngbeJDDcF5lMRoUKFWnYsAGVK1emcuXK2NvbSx0110pPT+fu3bucO3eOc+fOceH8eWJiY9HW0sLZ0hwXa3OK2eXB3swEDQ0NDt9/ytmnr9g2cxKOSvw73nrkeIxlRpzrtwUtmfI37YxLSaDSinaYm5pyc8VuTAyyvkeGFKLiYijZtxVR8aK4h/dT8z09PQkNDaV+/fqMHz8+U1Pz37x5Q48ePejcuTMbNmz44nFhYWEMGDCAPXv24OrqytKlSzEzM8vCz0AQhOwkCntB+IxLly5Rp04dhlhYMMDSSuo4ai8qLY2mfr7INTW5NGYUZfLmlTpSrpGUkoLpyDGUdKpO70aTpI7zVe/iQnny5iZP3tzkdchDouIiALCztadK1SpUqfK+0K9YsSImJso1vVtdxMfHc+fOHa5evcq5c+e4eOHC/xfyVuYUsDTHJY8lThamaH2mCWlMUhLTD55h8K9t6dy4gQSfQeacuHqDaes2sqjFeDqUbCp1nEz5x/8OXXeMpF2tRmwcO1dtlq+I4v5TJ06c4Nq1a+TJk4c5c+ZQpEiRLx6bmprKwIEDSUhI4N69exh/Y3mbQqHA29ubIUOGYGRkhKenJ40aqcbMFUHI7URhLwhfMHHiRObOno13XkdKieZt2SZeLqfpax/igdMjhlNdbL2To4Zu38Gyc+f5rf0qHK0KSR0n0xQKBVHx4fiFPsUv7Cn+4c/wD3tOYnI8GhoaFC5UhKrVqmSM6pcuXRodsbTmuyQmJvLgwQPu3LnDjRs3uHrlCk+ePkUul6Oj/X5EvoCVOS7Wljh+oZD/nCkHTuHi5MjysR7Z+wn8pLajJqCHPhf6bUVbU/lH7QEmnlzMxtt7WO0xjR6N20odJ8uI4v5Tr1+/ZseOHaSlpeHh4UH79u0/ezFn6dKl7Ny5k3/++YdKlSpl+vkDAgLo3bs3p06dYvDgwcydO/enGvcJgpD9RGEvCF+QmppK9apVCX/yhF15HTFUg27DyiZFLqe572tC09M5MmQwjYoXkzpSriKXyzH2GIVTnpIMaTFP6jg/TS5PJyQ64H2xH/oM/4hnvAl7Rbo8DR0dXcqUKUPVqlWoVKkSxYsXp1ChQmJkn/d/616/fs3z58959uwZd+/e5dbNGzx/8ZL09HRkMhn25qY4mBjhaGGGo4UptqbGaP7g38TNV27z4E0whxbPxcTQIIs/m6xz+sYtJq/25M9mv9G5dAup42Ra7TVdCYwL5dqyXRRxVJ8CWBT3n0pKSsLLy4uQkBDq1q3LhAkTMDL6/2UYV65cYeTIkcyfP59Ro0Z99/PL5XJWrlzJmDFjcHBwYNOmTVSrVi0rPwVBELKQKOwF4SueP39OuTJlaK6nxzQb0SU2K8nlclr7+fI6NZVd/frSvnw5qSPlOtMPH2HSwUMMa7WAwvZlpY6TLVLTUngT8fJ/xf5T/COfExIZkHG/tVUeChUuRJEihSlUqBCFChUiX758FC5cWK223FMoFISEhPDs2bOMAv7Zs2c8ffwYXz8/0tLTAdDV1sbOzAQ7E0MczEyxNzfBzsQYba2s6w7vF/GOpaf/YYq7Gw0rV8yy580O7cZMRDNNm8v9d6jMqH1YfCTVV3eigL0jl//ahp6OrtSRssz74r4lUfGxorj/l5MnT3Lt2jWsra2ZNWsWxYoVIywsjJ49e2ZsbfczWyE+f/6cHj16cOPGDX7//XcmT54sZkB9J2dnZ/z8/KSOoRLy5cuHr6+v1DFUkijsBeEb1q9fT9++fZlrZ0crE/V5oy+1zn6+3E9KYkOP7vSqLkYApGA+cgwmhnkZ88tytVmPmxmJyXGERr/53+0tYdFviYh7S2j0W+ITY9HU1CQ9PR1TE1Py5cuHc35n8uXLR758+bC2tsbS0hILCwssLS2xtLTEzMwMzUxOQ88O8fHxBAcHExwcTEhICI8fPyYsLIzo6GgC/P3x8/MjMCiQxMQkAGQaGliZGGNhoIe1kSHWxv9/M9XXy5GfhYl7T1CrXBkmu7tl+7l+xoXbdxm/Yh1zm4yha9lWUsfJtAOPTzP00DQGtOrCggG/Sx0nS72LjaZUv1aiuP8PX19fduzYQWpqKsOGDePChQsEBgZy7949rK2tf/r509LSmDt3LlOmTKFkyZJs2rSJUqXUYweGnKChoYEouTJHfK1+nCjsBeEbFAoFPXv0YPf27ezI64iLrvqMfkilX0AAlxPiWfRrBzwa1Jc6Tq605uIl+ntvpV/jqZTJX1PqOEpBoVBw+KYXx25vwaPveJKSEwgOCyIkLJCQ8CCCQ4NISIz/5HEaGhqYmpphaWGBpZUllhaW7/9raYm+vj46Ojro6Oigq6ub8f8ymQwNDY2M/364JScnEx8f/9lbXFwccXFxxMf9/8ciIyOJT/g0k5ZMhqOlOca6OpgZ6GGmr4e5oQHWxoZYGRlkej18dll+5h9C4hI58tdcybN8S/uxf0CKJpf7b0dXS3VGKd33/sHR5+f5e/ISWlSpK3WcLPXv4t7V1RVnZ2epIymFlJQUPD09CQ4ORkNDgzNnzlC3bt0sPcedO3fo3r07L168YMaMGYwcOVLSC5uqQhSrmSe+Vj9OFPaCkAnx8fFUrlCB1IAAtjnkxUCst/9howPfciQ2lkktmjO1VUup4+RadmPHka5hxB+dvJBpiJ/nD7xOz+T2q3Oc/fsOWp+Zep2ckkxMXDQxMVHExEUTHRtFTOz//j8mipjY9x+LjY8mJi6alJRkUtNS399SU0hNTSUlNQW5XP7Z82toaKCvZ4C+nj76evro6Rmgp6uHvq4Berr66Onpo//hv3r6GBuaYmluhYWZFRbmVliYWTJsUm9iIt7yW7O62fzV+nHXXwew88Z9lo4ZTrkiyt208fK9h/y2dBUzG4+kR7m2UsfJNLlcTqWV7UlWpHBr5R4crGykjpSlImOiKO3eWhT3/+Hj48PmzZvp378/q1atypZzJCUlMWnSJObPn0+NGjXw8vLCRTS+/SpRrGae+Fr9OFHYC0ImPX78mEoVKtBIV5dZNra5aupyVpkREszWqCiG1avL4o6/iq+hRA7eu0/rlatwrTuGqkVUYyuvnPLnnsEkKqLYu+50jpxPoVAgl8tRoACFAk1NrZ/+vRg1rT937l9lZrsmWZQy66XJ5Uzce4IODeowpGM7qeN806+/TyYtUcE/A3agp6U6s7Z8Ivxp5NWLSkVKcXzOerUbWRXF/cdiY2NZu3YtlStX5vjx49n+/b548SI9e/YkNDSUhQsX0q9fP/G6/gWiWM088bX6cWKYRhAyqXjx4qxeu5b90dHsiYmWOo7KWRoWxraoKHpUrcKiXzuIF38Jjfh7NyYGFlQsqLz7iEslOiGcvHZOOXY+DQ0NNDU10dLUQktLO0t+L2ys7EhOSyMlLT0LEmYPLZkMc309Lty5L3WUTBnt2omw+Ei23TskdZTvUsDSifF1BvDPo9vM27FO6jhZzsLEjPtrDmBqaIy3t3eubrgll8vZu3cvhoaGbN26NUcu4tSqVYt79+7RrVs3+vfvT4sWLQgMDMz28wqC8HmisBeE7+Dq6krfvn2ZERbGk6QkqeOojE2REax+F0nrMmVY3931p7rzCj/nqo8Pr8LCaVimE1qa2lLHUTrJaYnktc25wj47OPzvwkSMkv+NKpXXlsCwcPyDQ6SO8k1VShbHwdqKv/7ZSGJqstRxvkufir9SKW8Zpnuv4PKj21LHyXIWJmY8WHMAEwOjXF3cnz17Fn9/f3bs2EGePHly7LzGxsasXr2aw4cPc+fOHUqWLMmOHTty7PyqzM3NjbZt2372vrp16+Lh4fHJx/ft25dxAXjBggWYmpqSkJDwyXFJSUmYmZmxcOHCzz7/o0ePaN++Pc7OzmhoaLB48eJv5n327Bn16tXDxsYGPT09ChQowMSJE0lNTc045s6dO5QrVw4jIyNat27Nu3fvMu5LS0ujfPny3Lhx45vnEn6MeHctCJkUExODj48PS5YsoViJEgwPCSY6XXlHxJTF/ugo/oyIoG7hwuzo21vpG2Wpu4HbtqOnrU+NYqqzL3dOSklLxt42r9Qxfopz3gIAxCQqdwFaq/D7N5SX7z2UOkqmjO3RhciEaLzv7pc6ynfz7jQfY11Dus8eQ2Ss+s04y+3F/fPnz7l06RIzZ86kdu3akmRo3rw5Dx8+pFGjRnTu3JkuXboQGRkpSZbcokePHiQmJrJ79+5P7tu9ezcJCQl07979s49NSEigQIECzJkzB1vbzG3nrK2tTY8ePThx4gTPnj1j8eLFrF27lsmTJ2cc07dvX+rXr8/t27eJiopi1qxZGffNnz+fmjVrUqlSpe/8TIXMEoW9IGTCrVu3KFOmDK6urujr67Nn3z7idXT4PSQYuVgH9EVnYmP5IzSU8k6O7B/YH11tMUIspechIdx7E0i9Uu3R1daXOo7SCY8JIj09DTsb1S7sCzoXASAmUblH7I319DDS1eHSXdWYjl+hWBHy2lix5MomElISpY7zXfS0dNnUYR5h0ZEMWDxJLdev/n9xb5irivvw8HD27dtHy5YtGTNmjKRZLC0t2bFjB9u2bePYsWOULFmSY8eOSZpJnVlbW9OqVSs2bNjwyX0bNmygdevWX9zqsFKlSvz555907twZ3Uzu9lSgQAF69epFmTJlyJcvH61bt6Zbt25cvHgx45gnT57Qr18/ChcuTJcuXXj8+DHwvqnjhg0bmDlz5g98pkJmicJeEL5CoVCwZs0aqlevjpWVFVu3bgUgf/78eG/fzoW4OFZHREicUjndiI9nZEgQhW1sODZ0CEZ6elJHyvXct2xFU0OTOiV/kTqKUnod/AgABxUv7K0tbdDQ0FD6wh7AxdqSBy99iIn/dCqpMvqtZzeiEmPZdGef1FG+WwWHkvSr2ImDV86y9shOqeNki/fF/cFcU9wnJyeza9cuHB0d8fb2Vpplbp07d+bhw4eULl2aZs2aMWDAAOLi4qSOpZb69OnD+fPnef36dcbHfH19OXv2LH369MnWc798+ZJjx45Rp06djI+VKVOGkydPkpaWxunTpyldujQAAwYMYN68eRgbG2drptzu0718BEEA3k9TGjhwIJs2bWLAgAEsXrz4o6uazZo1Y8qUKUyZPJmS+nrUMjSSMK1yeZqUhHtQIPZm5pz2GIaFoaHUkXK9kOhoLr3yoVbx1hjpm0odRykFRLwEwN7GUeIkP0cmk6GtpUW0ChT2tQs7czcgkKsPH9G4ivJPzyxbuCBOtnlYdnUL3cu1wVDHQOpI32V83QGcfnWF0avnUr14OUrmLyx1pCz3obgv1a8V3t7edOvWTS275SsUCvbt20diYiIXLlzAxMRE6kgfcXBw4OjRo6xevZpRo0Zx8uRJXF1dc03jXB0dHfr374+lpWW2nqdJkybY29vj5eXF1KlTAfD09MTe3p7GjRtnyzmrV6/O7du3SU5Oxt3dnWnTpmXct27dOgYNGpSxFeK4cePYtGkTBgYGVKpUiSZNmvDq1Ss6d+7MjBkzsiVfbiYKe0H4jOfPn9OhQwdevnzJ5s2bcXV1/exxEydO5OqVK4w9fZpdeXXIq6OTw0mVj39KCt3eBGBmaMjZER7YmooiUhkM2LYduUJB/dK/Sh1FaYW880dPVx8TY9X/mdXV0SMmSbnX2AM4WZqjp63N5bsPVKKwB/jdrRuD5izC6/YeBlf9/GuDMvu7y1Kqru5A11mjuLp0JwZ66rcsx8LEjPtrD1JajYv78+fP8+zZMw4ePEiRIkWkjvNZGhoaDBgwgIYNGzJo0CDWr18vdaQco6urS/PmzbO9sNfU1KRnz554eXkxefJkNDQ02LhxI25ubtm2M8KOHTuIjY3l3r17jBkzhvnz5zN27FgASpQowfnz5zOOjYiIYMqUKVy4cIGhQ4dSo0YN9uzZQ6VKlahSpQqtWrXKloy5lSjsBeE/du/eTa9evbCzs+P69euULFnyi8fKZDK2eHtTqXx5hoQE4+3ggKEs9zaHC0tLo0OAP7o6OpwdMRxnq+x9QRMyJy4picMPHlGpYAMsjG2kjqO0IuKCsbNxUIsRJUMDI6ISlH/EHsDe1Jh/7j8iLS0dLS3l//tZqmABnB1sWX7Vmx7lfsFYV7VmJJkbmLC05WT67ZvA6NXzWDF88rcfpIIs/1Pcu7q6ki9fPqljZYmnT59y/vx5ZsyYQYsWyt8ItWDBgpw4cULqGCrFxMSE6OhPG11GRUV9Mjujd+/ezJ49mzNnzgDg7+9Pr169si2bo+P7WW3FixcnPT0dd3d3Ro0a9dkLCSNGjMDDw4O8efNy7tw5ZsyYgaGhIS1atODcuXOisM9iyrEYRxCUQGpqKqNGjaJDhw40adKEGzdufLWo/8DCwoIDhw8TpKHBmOBg0tWwKVFmxKSl0cbPF7lMximP4RSzs5M6kvA/I3btJjU9jUZlO0sdRanFJUXhaKceb/zNTCxUYio+QOUCeUlMTub+y1dSR8m0cT27EZ+SgOetT7tRq4LGhWrQtmhDPI/vZvdF9S24LE3MuLfmACb6hmzZsgU/Pz+pI/20sLAw9u3bR7t27Rg/frzUcYRsUrRoUW7evPnJx2/cuPHJDA0XFxfq1KmDp6cnGzZsoG7duri4uORIToVCQWpq6mcbcp4+fZqnT58yZMgQANLT0zO2xktNTSVd7CyV5URhLwhAYGAg9evXZ8mSJSxevJidO3d+13q1EiVKsGPXLi7Ex7MoLCwbkyqnJLmc1v5+JCgUHBkyiAr5VHsfcHWSlpbGlus3KJmvKnYWzlLHUWqp6ck42Kr2+voPrCysiUlKUonu52WdHNDS1OTyvQdSR8m04gWcKeBgz4prW4lJVs2mYItajMfeJA8DFk3CL+St1HGyjZWpudoU94mJiezcuRMXFxc2btyoFrOLcrvo6Gju3r370c3f359Bgwbx6tUrBg8ezL1793j+/DnLly9n/fr1n939oE+fPuzZs4e9e/dmqmleSkpKxvlSUlJ4+/Ytd+/e5eXLlxnHLFu2jAYNGmT829vbm507d/LkyRN8fHzYtWsX48aNo1OnTmhpfTwJPDExkcGDB7NmzZqMpo41atRg+fLl3Lt3j927d1OjRo0f/bIJXyAKeyHXO3v2LOXKleP169ecP3+e4cOH/9CLZbNmzViwYAEb3kWyJzoq64MqqTS5nDa+r4lIS2PPAHfqFFa/ZkyqbPKhwySlptC4bFepoyi1tLQUUlKTsVfxjvgf2NnkJS1dTnJamtRRvklLJsPcQI8Ld+6rxIWID8b3ciUxNYn1N3ZJHeWHyGQy/u66lJS0VLrPGUtqWqrUkbKNOhT3crmcvXv3kpqayoEDBzAyEg171cG5c+coV67cR7dJkybh7OzMxYsXefXqFY0bN6ZSpUp4eXnh5eXFr79+2iunffv26OrqoqurS7t27b553sDAwIzzBQUFMX/+fMqVK0ffvn0zjgkPD+fVq/+fSaWlpcXcuXOpXLkypUuXZsqUKQwePJh169Z98vzTpk2jZcuWlC1bNuNjS5Ys4e7du9SuXZuWLVvSvn377/xqCd+ioVClV1FByEJyuZw5c+bwxx9/UK9ePbZu3UqePHl+6jkVCgXu7u5s3LCB9Q55qWigWh2Tv5dcLqe9vx/Pk5Px7tOLLpVUo/lVbiGXyzEbOQZrswKMbLNE6jhKzSf4EQv3D2P+H6uoVqGW1HF+2t+Ht7Jo7UzGNK2NjYnyby909MEzTj95ydYZf+Bkqzp9IHpPm8OboHCuDdqNmZ7yf50/x/vuAcYdX8CYTn2Y2nOY1HGyVXj0O0q7tyY2MV7l1tyfOnWKK1eucOTIEZo0aSJ1HOE7aWhoqNSFSymJr9WPy9ERe2dnZzQ0NMTtO27q1sVVWbx79442bdowYcIExo8fz/Hjx3+6qIf3f4xWrFhBjZo1GR4STEBKShakVV493wTwLDmZlV27iKJeCS07d47YpESalOsmdRSl5xv6BAB7W/UYsXd2LABATKLyd8YHqFUoPxoaGlxSoen4ABN6dycpLYW113dIHeWHdSvbmlrOFflzxzrO3b0mdZxsZWVqzv01BzDWN1Cpkfv79+9z+fJl5syZI4p6QRC+KEcLez8/PxQKhbh9x01VXnRUye3bt6lQoQKXL1/m8OHDTJ8+PUu3BNHW1ubvPXuwdHBgcHAwcWraHGTImzfcSkxkzi9t6V9b9Uc41dGMI8exNc9HccfKUkdReoGRPmigga21vdRRskRB5/fNlWJUpIGekZ4ORro6XLqjWoW9S14HiuRzZM2NHbxL/LSDtarw6jAHM31Tesz9jbDoSKnjZKv3xf1BlSnu/fz8OHjwIN27d2f06NFSxxEEQYmJNfZCrqFQKFizZg3Vq1fH0tKS27dv07x582w5l6WlJQePHCFMU8aoEPXrlD8+KJAz8XH83qQxvzVpLHUc4TN23LxJWFwsTcp1Ew2WMiEs+i3mZpbo6uhKHSVLmJmYI9PQIFpFRuwBCuWx5OErH2Li4qWO8l0m9HElJT2V1So8aq+tqc3WjguIiouh74IJyOVyqSNlK1Up7iMjI9m1axfVq1dn3bp14m+5IAhfJQp7IVdISEjAzc2N/v3706tXLy5dupTtyxyKFi3Krj17+Cc+nvlhodl6rpw0NzSE/TEx9K9Vk1lt20gdR/iCsXv2YWZoTXmXulJHUQnv4sLIa6deuznoaGsTk6QaI/YAtQrnR65QcPXhY6mjfBdnOzuK5c/Hups7iUiIkjrODytpW5ihVbtz4uZllu33ljpOtlP24j4xMZHt27djZ2fH3r170dHRkTqSIAhKThT2gtp78eIFVatW5e+//2bz5s2sXLkSXd2cGZVr1KgRfy1ZwsZ379gVFZUj58xOqyPC2RQVRaeKFVjepbMYPVBSZ589wz8yksbluqApy7plJuosKTVebba6+0BXV19lpuIDOFqYoaejrXLr7AEm9nElLT2NVde2SR3lp4yo2YuSNoUZv34ht1+o1gWWH/GhuDdSsuI+PT2dXbt2kZaWxtGjR7GwsJA6kiAIKkAU9oJa27NnDxUqVCA5OZlr167h6uqa4xkGDx7MwIEDmR4WyrUE1Zpi+m/b371jWUQETUsUZ1MvNzRl4s+Hshq6fScGusZULdJU6igqIyU9WW0a531gZGhCVILqFPYA9qbGXLn/iLQ01epN4mhjQ4mC+dlw62/C4lV7jfqOzovR09al66xRxKrwa1ZmWZma80CJinuFQsH+/ft58+YNBw4coGDBgpLmEbJGvnz5JG/IrSo3VdqtQtlI/s7czc3to2+mpaUlTZs25f79+5893t3dHU1NTbZv3/7JfZ06daJKlSqk/6tZWWpqKuXLl/9qQTdlypRPfqhsbW2/mnvPnj00atQIa2trTExMqFatGsePH//omJMnT1K4cGFMTU3p2bMnKf/qkB4dHU3hwoXx9/f/6nmEH5OamsqoUaNo3749TZo04caNG5QsWVKyPH/99Rd169VjWHAwT1VoauwHR2NimBUeRjWXAux274d2FjYbFLLWw7dveRwcTIPSv6KjpR7rxbNbTMI70tJScbBRrxF7c1NLolRoxB6gSn4nEpOTuffipdRRvtuE3t1Jl6ez4upWqaP8FBM9I9a0mc6bsCCGL58pdZwc8d/iXsr3ZmfOnOHBgwds3ryZatWq4enpSUxMjGR5hKzh6+sreUNuVbn5+vpK/e1SWZIX9gBNmzYlKCiIoKAgTp8+jZaWFi1btvzkuISEBHbs2MGYMWNYv379J/evWLECPz8/5syZk/Gx6dOnExwczNKlS7+aoUSJEhkZgoKCePDg61MBL1y4QKNGjThy5Ai3bt2iXr16tGrVijt37gDv94/u1q0bAwYM4J9//uH69eusXbs24/G//fYbAwYMwMlJvdZ0KoPAwEDq16/PkiVLWLx4MTt37sTExETSTNra2uzZu5fCJUrQPzhIpbbBuxQfx+8hwZR0sOfw4EHoi3V+Ss3deyvamjrUKiH6H2SWT8gjQH22uvvA2jIPcUnJKFSoeWc5Jzu0NDW5fO+h1FG+m4O1FaULu7Dxzh5C4sKljvNTauevROdSLdl29hBbTx+UOk6OyCju9QzYvHmzJMX9rVu3uHTpEvPmzaNTp07Ex8czcuRIatasSUBAQI7nEQRBtShFYa+rq4utrS22traULVuW3377jYCAAMLCwj46bteuXRQvXpxx48Zx+fLlT67oWFpasmbNGqZNm8b9+/e5desWs2fPZt26dZibm381g5aWVkYGW1tbrK2tv3r84sWLGTt2LJUqVaJQoULMmjWLQoUKcfDg+xfA8PBwwsLCGDRoECVKlKB169Y8fvx+vdrly5e5efMmw4cP/86vlPAtZ8+epVy5crx+/Zrz588zfPhwpVkHbmxszJHjxzG1t8c9OIiItDSpI33TvcREhgQFkd/KipPDh2Giry91JOErAt6949prf2qXaIOBrpHUcVSGf9gzAOzyqFdhb5fHAblCQUJKqtRRMk0mk2FhoM+FO/dU6oLEBxN7d0euULDiquo3n5vTdDROZvYMXjqNl2+VY+15dvuwz70Uxf2LFy84cuQIgwYNytjWzsTEhEuXLhEdHU3VqlUzBo8EQRA+RykK+3+Li4vD29ubggULYmlp+dF969evx9XVFVNTU5o3b46np+cnj2/dujWdO3emR48e9OjRg549e2ZqS7MXL15gb29P/vz56dy5Mz4+Pt+VWy6XExsbm9HgxNraGjs7O06cOEFiYiIXL16kdOnSpKSkMHDgQFatWpWle6fndnK5nNmzZ9OwYUNKlSrF7du3qV69utSxPpEnTx5OnD5NspERA4KCiJcr7zrSl0lJ9Hr7BhsTE86M8MDKSBSKym7AlvdTgOuWai9xEtUS/M4PbS1tLM2tpI6SpRztnQGIVrHp+KUdbQmOiMQvKETqKN/NxtKCskUKsvnOfoJiVH83lD1dl4FCQbfZo0lOVZ2ZZj/D2swix4v7wMBAdu/eTfPmzVmyZMlHAxIlSpTg2rVr2NvbU6tWLY4cOZLteQRBUE0aihy8JK6hofHJFXg3Nze2bNmCnp4eAPHx8djZ2XHo0CHKly+fcdyLFy8oUaIEgYGBWFlZsW/fPoYNG4avry+y/zTxioqKwt7eHhMTE54/f/7NadhHjx4lISGBwoULExISwowZM3j69CmPHj365OLCl/z555/MmTOHJ0+ekCdPHgAuXbrEiBEjCA8Pp3nz5ixevJjZs2fz7t07+vbti7u7O+Hh4QwdOpQhQ4Z89Wu2cOFCNm3alKksuVFcXByvXr1i4sSJTJkyRekvmty7d4/aNWtSAg1W2tmho2SN6AJTUmjt74eBvh5Xxo6h4P9+pgXlFZWQgPXo36lcuDFd64ySOo5Kmf23OzLdNLavUK83zA+f3qX/793oW6sSRe1U53c4ITmFKQdO0b9da7o1ayR1nO8W9i6KX3+bTNcyrZjZeKTUcX7a7kcnGHF4JkPauDLPfYzUcXJMaFQEZdzbEJeUQPfu3bNt6WRYWBgbN26kePHinD17FkNDw88eFx8fT9euXTl06BDLli1j4MCB2ZJHEATVpSV1AIB69eqxcuVKACIjI1mxYgXNmjXj+vXrGZ0R169fT5MmTbCyej+i0rx5c/r06cOpU6do3LjxR8+3detWNDQ0CA8P5+nTp1SuXPmr52/WrFnG/5cqVYpq1arh4uLCxo0bGTny2y/K27ZtY8qUKezfvz+jqAeoWbMmN27cyPj38+fP2bx5M3fu3KF27dp4eHjQtGlTSpYsSe3atSlduvQXz1G8eHFq1ar1zSy5WevWrWnUSDXeBJYpU4YDhw7RpFEjxoWE8KetLTIlWTIQmZZGuwB/tLS1OTPCQxT1KmLojp2kydNoUKaj1FFUTkxCJKXyl5I6RpYr6FwYUL0RewNdHQz1dLh4975KFvbW5maUL1YY77sHGVS1Gw4mNlJH+intSzTmyNNzLN23mfrlqtK0Uu54L5LHzJJ7a/ZTxr0NmzdvzpbiPioqiq1bt+Lk5MSxY8e+WNQDGBoasmfPHkaOHMmgQYPw8fFh7ty5nwxuCYKQeylFYW9oaPjRdh4VKlTA1NSUtWvXMmPGDNLT09m0aRPBwcFoaf1/5PT0dNavX/9RYe/j48PYsWNZtmwZly9fxs3NjTt37nzXvuWGhoaUKlWKFy9efPPYHTt20KdPH3bt2kXDhg2/eJxCocDd3Z0FCxYgl8u5c+cOHTp0wMDAgDp16nD+/PmvFvZNmzalaVOxdZU6qVOnDlu3b+fXX3/FIkzGeOs8kvcDiJfLaePnS6qGBmeGDaWUg4OkeYTMSUlLY+etO5TNXwsbM/Xq7J4TUtOTsFezjvgAenoGaMpkxCQmSx3luxWytuKOjy/RcXGYquAyoAm9u9N+zB8s+WcTc5uq/ij32l9mUGHFL/T6cxy3V+3FzuLrfYjURXYW9x+WnpqamnLq1KlM7VWvqanJX3/9RYECBRgxYgS+vr5s2rQJfdH/RhAElHCNPbyffi6TyUhMTATgyJEjxMbGcufOHe7evZtx27VrF/v27SMiIgJ4v866V69e1K1bl169erFw4ULi4uKYPHnyd50/OTmZJ0+eYGdn99Xjtm3bhpubG1u3bqVFixZfPXb9+vVYWlrSunXrjO34UlNTM/777y36hNyjXbt2rFixAu9371gTGSFplhS5nFa+r4mWyzkwaCBVC+SXNI+Qeb/t2UdKWiqNynWROorKkcvlpKQmY2+jXo3zPtDR1iFGBbfYrFMkPwqFgisPHksd5YdYmppQqWRRtt8/jH9UoNRxfppMJmNnlyXEJyXQa97vyOVyqSPlmA/FvZGeAVs2Z81WeElJSWzbtg2ZTMbp06ext7f/rscPHz6cPXv2cPjwYerXr/9Js2lBEHInpSjsk5OTCQ4OJjg4mCdPnjB06FDi4uJo1aoV8L4obtGiBWXKlKFkyZIZt/bt22Ntbc2WLVuA93uFP3jwIGNbORMTE9atW8eCBQu4fv36F88/evRozp8/z+vXr7l27RodOnQgJiaGnj17Zhwzbtw4evTokfHvbdu20aNHDxYsWEDVqlUz8kdHR3/y/KGhocyYMYMlS5YAYG5uTrFixVi8eDFXrlzh9OnTStnoTcgZ/fv3Z+rUqfwVHs7fUVGSZJDL5fzi50toWho7+/WlYbGikuQQvp9cLmft5X8o7FCOfNZFpI6jcoLevUaukKvdVncf6OoaEK2CI/YO5qbo6Whz+e7Xt55VZhN6dUdTJmPJP+rRH6eQZT5+q+XO+fs3WLBrg9RxctSH4t5AT++ni/vU1FS2b99OfHw8p0+fxsXF5Yeep23btpw/fx4fHx+qVq3K8+fPfziTIAjqQSkK+2PHjmFnZ4ednR1VqlThxo0b7Nq1i7p16xISEsLhw4dp3/7TLs8aGhq0a9eO9evX8/z5cyZMmMCyZcs+Gmlv3LgxvXr1ws3NjeTkz7+5efPmDV26dKFIkSK0a9cOHR0drl69mrG+HyAoKOijP+SrV68mLS2NwYMHZ2S3s7P77BZ2w4cPZ/To0Tj8a1qzl5cX27dvp2XLlowZM+abfQAE9fbHH38wcOBApoSGcDo2NkfPLZfL6ezvz+uUFDx7dueXcmVz9PzCz5l34iTxyUk0KdtV6igq6XXI+xFhBzWcig9gYmxCdEKi1DF+iIOpCVcePCJVBbYG/RwzYyOqlirOrodH8X33Vuo4WaJ/5c5UcCjJlE3LuPrkntRxclQeM0vurznwU8V9eno6u3btIiwsjGPHjlGyZMmfylSpUiWuXbuGrq4u1apV4+LFiz/1fIIgqDbJu+ILXye+ZrlHeno6nTt25OD+/Sy3s6f6V5roZKU+Af5cSUjgr46/Mqx+vRw5p5B1LEeOxcDAlt/arZK8R4Mq2n5hEZeeHOLktusY6OfM71xOGjyhBy9fPmBKG9VrQnfH7y3e1+6yeNRQKhZTzdkoMXFxtBk1kTbFGrCoxQSp42SJhJQkKq78BRMjI26u2I2Z0dd3HlI3oVERlHZvTUJSEt17dMfRMXMXBeVyOXv37uXZs2ccOXLkq32Zvte7d+9o3749ly9fxsvLiy5dxLIsQciNlGLEXhCE901xtmzdSv1GjRgcFMjV+PhsP+fIt2+5kpDA1FYtRVGvgjwvXyEyIY4m5bqJov4HhUa/wcTIVC2LeoA8VnbEJ6cgl6veBeIyjnZoa2py+Z7qTsc3MTKiRtmS7H54Ap/IAKnjZAkDHT282s0hODKcQUum5rrBh3+P3G/etJmAgG9/XxUKBUeOHOHx48ds3749S4t6eL/E89ixY3Tu3JmuXbsya9asXPd9UXbOzs5oaGiI2zduzs7OUn+rVJoo7AVBiejq6rJn715q16vH4OAgbiQkZNu5pgYHcSwulhEN6vNH82bffoCgdCYePIiViR1lnGtIHUVlRcaF4mCrntPwAext8qIAYr+wFE2ZyWQyLAz1uXD7nkoXKb/17IqWpiaLLntKHSXLVHYsQ6/y7dl76SSex3dLHSfHfU9xr1AoOH36NLdu3WLdunW0a9cuWzLp6Ojg5eXFlClTmDBhAv369cto0ixIz8/PD4VCIW7fuPn5+Un9rVJporAXBCWjp6fH/gMHqF6rFgODArmVDcX94rBQdkZH41atKgs6tBejvSro6MOHBEZF0bhcV2QyTanjqKzElFjy2uf79oEqKp/D+90tYlRsL/sPSjvaERL5Dt+gYKmj/DBjAwNqly/D/seneBHuK3WcLDO5wRBcLJwYuXIOT/xfSR0nx2W2uD937hyXL19m4cKF9OrVK1szaWhoMHnyZDZu3MimTZto0aLFZ5s6C4KgnkRhLwhKSF9fnwOHDlG5enUGBAVyJzHrinuvyAjWvXtH23JlWesqpnCrKo+df2Osb06lQlk7pTO3SUlLxt7G4dsHqqgC+QoCqORe9gC1Cjkj09Dg8r2HUkf5KWO6d0ZbU5uFajRqD7Cn2zJkGjK6zBxFYrJqXjz6GR8V95s/Le7Pnz/PhQsXmDNnDiNGjMixXD169OD48eNcv36dWrVqZWq5gCAIqk8U9oKgpAwMDDh05AjlK1emf2Ag9xJ/vrP1nqgoFoSHU79IEbb17oWWphjpVUU3fH15ERpGwzId0dbUkTqOykpMiSM1LQV7Ne2ID+BkXwCAaBUdsTfQ0cFIV5eLd+9LHeWnGBnoU69SWQ4/PcvTMB+p42QZCwMzFjcfz4s3vvy2dr7UcSSRx8ySe6v3Y6DzcXF/4cIFzp07x8yZM/ntt99yPFe9evX4559/iImJoUqVKty+fTvHMwiCkLNytLDPly+f5E0ZVO327y33hNzH0NCQI8ePU7piJdyDAnnwE8X96dhYpoSFUtHZmX0D+6OrrZ2FSYWcNHDrdnS09ahRrKXUUVTa65AnwPt16OpKR0cHLU1NYpJUs7AHKGRjyWMfX6Ji46SO8lPGdO+Ctpb6jdo3L1KXlkXrsfbITvZdPiV1HEnYmFu93+f+f8X9oUOHOHv2LNOmTWP8+PGS5SpevDhXr14lb9681K5dm8OHD0uWRRCE7Jejhb2vr6/kTRlU7ebr65uT3yJBCRkZGXHsxHFKlCtHv6BAHv/AG/Tr8fGMDA6iqK0tx4YOxlBXNxuSCjnhVVgYdwLeULdkO/R0DKSOo9L8Q58CYG+rvoU9gI6OrspOxQeoXTg/CoWCKw8eSR3lp+jp6tCgSgWOPjvP49CXUsfJUktb/oGNkRXuC//APzRI6jiS+FDca2rIuHXrFpMnT+aPP/6QOha2tracO3eOhg0b0rp1a1asWCF1JOF/QkND6d+/P05OTujq6mJra0uTJk24cuVKxjFf6qY/Z84c4H1t9aXBwatXr372vL6+vvTp04f8+fOjr6+Pi4sLkydPJiUl5at5p0yZQtGiRTE0NMTc3JyGDRty7dq1j44ZOXIkFhYWODk5sX379o/u27lzJ61atfqRL5WQSWIqviCoAGNjY46dOEGR0qXpE/iWJ99R3D9OSqR/UCCOFhac8hiGmYEoBlWZ+5ataGjIqFvqF6mjqLzAd75oyjSxtrCROkq20tczVNmp+AAO5qbo6Whz+a7qbnv3waiuHdHV0mbBxfVSR8lSMpmMv7suJTk1hR5zxpCWniZ1JEl4HttDUkoyw4YNY/LkyVLHyWBgYMDu3bsZNmwYgwcPZsyYMcjlcqlj5Xrt27fn3r17bNy4kefPn3PgwAHq1q1LZGTkR8dNmzaNoKCgj25Dhw796JhTp059ckyFChU+e96nT58il8tZvXo1jx49YtGiRaxateqbs0sKFy7MsmXLePDgAZcuXcLZ2ZnGjRsTFhYGwMGDB9m6dSsnTpxg7ty59OrVi4iICACioqKYMGECy5cv/9Evl5AJWlIHEAQhc0xNTTlx6hQN69Wj7+PHeNrbU1hX76uP8UtJofubN1gYGXJmxHBsTExyKK2QHcLj4jj/4iU1irXEWN9c6jgqLyw6EGsrGzTVvNeEqbEpUVGq21UeIK+pCVcfPiY1LQ1tLdV966Knq0PjapU4ePEy94OfUdq2iNSRsoyzuQOT6g3hj5OLmLV1NZO6D5Y6Uo6a6b2SGd4rmTZtmlKM1P+XpqYmixYtIn/+/Hh4ePD69Ws2b96Mvr6+1NFypaioKC5dusS5c+eoU6cO8H7JcuXKlT851tjYGFtb268+n6Wl5TeP+aBp06Y0bdo0498FChTg2bNnrFy5kvnzv9wro2vXrh/9e+HChaxfv5779+/ToEEDnjx5Qt26dalYsSIVK1bEw8MDHx8fLC0tGTt2LIMGDcLJySlTGYUfI0bsBUGFmJmZceL0afIVLUrvwK9Pyw9NS+VXfz/0dHU5M8KDfJaWOZhUyA4Dt25DrpBTv/SvUkdRCzEJETjaqX8fEwtza5Weig9QxcWRpJQU7j57IXWUnza8Swd0tXVYcEm9Ru0Bepb/hWpO5ZmzbQ0X7t+QOk6OUCgUTNu8nBneK5k5c6ZSFvX/NmzYMPbt28fRo0epX79+xmirkLOMjIwwMjJi3759JCdL//c5OjoaCwuLTB+fkpLCmjVrMDU1pUyZMgCUKVOGmzdv8u7dO27dukViYiIFCxbk0qVL3L59m2HDhmVXfOF/VPeytyDkUhYWFpw6c4amjRrR6+FDVtvZU/Y/V9xj0tJo6+eHQkuTUx7DKJrJq7iC8kpISWH/vYdUcKmPlYmd1HHUQkp6Ig526j96YGNly83UVNLS01V2J4wyee3YqfWAy/ceUqlEManj/BQ9HR2a16zC3rMXuRv0hLJ2qv35/NfmX+dRYcUv9Jg7llsr92JpYiZ1pGyjUCiYsmkp83asY+7cuYwdO1bqSJnSunVrzp8/T8uWLalSpQrNmzeXOpLa0dHRYezYsV8cRdfS0sLLy4t+/fqxatUqypcvT506dejcuTOlS5f+6NjffvuNiRMnfvSxQ4cOUbdu3Yx/V69eHZns4/Ha6OjoTM1Ie/XqFUuXLmXBggXfPPbQoUN07tyZhIQE7OzsOHnyJFZWVgA0adIEV1dXKlWqhL6+Phs3bsTQ0JCBAwfi5eXFypUrWbp0KVZWVqxZs4YSJUp883zC99FQKBQKqUMIgvD9YmJiaNmsGbeuX2eprR3VDA0BSJDLafbahxjg5PBh1CpUUNqgQpYYuHUrqy5cYlyHtThYFpA6jsqTy+WMWN+U/q7D6dauj9RxstXGXatZ472E8S3qYWGouj02/jx2HoWmFrvnTUdDQ0PqOD8lJS2N5kPHUiVvWbZ0VL9t4u4FPaWt90AaVajB7slLVf779TlyuZxRq+ey6uA25s+fz6hRo6SO9N18fX0ZMGAAwcGqvVRHGenq6uLp6Unx4sUB0NDQ4HMlV1JSEhcvXuTKlSscO3aM69evs27dOtzc3ID3zfNcXV0z/v2Bg4MD+vr6+Pr6kj9/fg4cOECxYh9fJCxY8Nvv/wIDA6lTpw516tRh3bp13zw+Pj6eoKAgwsPDWbt2LWfOnOHatWvkyZPns8dPmTKF6OhoevXqRePGjXnw4AGHDh1i2bJl3Lp165Pjv/R1EjJHjNgLgooyMTHh2MmT/NK2LYPOnGGhrS21DAxp6/uaSHk6BwcNEkW9mkhLS8Pryg2KO1YWRX0WCYsJJF2ervYd8QGc87oAEJOYrNKFfRlHO048esHrwCAKONhLHeen6Ghp0ap2NXadPs+ttw+p4FBS6khZqoxdUQZV7saSK5tYeXAbg1p3/faDVEhqWir9Fv7BzvNHWb16Ne7u7lJH+iHOzs4cO3ZM6hi5mp6eHo0aNaJRo0ZMmjSJvn37Mnny5I8KeSsrq28W6Y6Ojpkq5P8tMDCQevXqUa1aNdasWZOpxxgaGlKwYEEKFixI1apVKVSoEOvXr2fcuHGfHPv06VO8vb25c+cOGzZsoHbt2lhbW9OxY0d69+5NTEwMJqL3U5YSa+wFQYUZGBhw4OBBWrRqxbDAQBq/9uFtaipbe/emWUkxxUldTDtylKTUZJqUU683x1LyDXm/dZq9jaPESbJfQefCACrdGR+gZiFnZDINLt9T/e74AIN//QU9HV3+VLMO+R+Mqd2X4nlc+G3tfO69eip1nCyTkJRIx+ke7Ll8kh07dqhsUS8op+LFixMfH5/t53n79i1169alfPnyeHp6fjKNP7MUCsVnewQoFArc3d1ZsGABRkZGpKenk5qaCpDxX7EzQ9YThb0gqDhdXV127NrFL+3bE5yWRpdKlehY8fNbnAiq6a+z58lvUxwXu1JSR1EbARHv9xG3t1H/EXs7m7xoADEqXtgb6OhgpKvLxTvqUdhraWnxS90aXPa7xbWAe1LHyRa7uixFV1ObbrNGEZ+UIHWcnxYVF0OrPwZy4dEtDh06xK+/ikamwo+JiIigfv36bNmyhfv37/P69Wt27drFvHnzaNOmzUfHxsbGEhwc/NEtJibmk+f77zFJX2iwHBgYSN26dXF0dGT+/PmEhYVlPObfihYtyt69e4H3U/DHjx/P1atX8fPz4/bt2/Tt25c3b9589vdg7dq15MmTh9atWwNQo0YNzpw5w9WrV1m0aBHFixfHzMzsR798wheIwl4Q1ICWlhbbt29n0KBBbL1xg1lHj4k1SmpixbnzxCQm0FiM1mepkHcBGOgbYmyk/tMAZTIZ2lpaxCRJ33n5ZxW2seLJa1/excZKHSVL9G/XGn0dXear6ai9iZ4RK1tPxTfkLSNWzpY6zk8Jjgynybg+PHn7mtOnT9O4cWOpIwkqzMjIiCpVqrBo0SJq165NyZIl+eOPP+jXrx/Lli376NhJkyZhZ2f30e2/jRobNmz4yTH79u377LlPnDjBy5cvOXPmDHnz5v3oMf/27NkzoqOjgffbJT59+pT27dtTuHBhWrZsSVhYGBcvXvykCV5ISAizZs1iyZIlGR+rXLkyo0aNokWLFuzcuRNPT88f/dIJXyGa5wmCGlEoFEyfPp3JkyczokF95rdv98PTqwTlYDvmd9A0ZULHDcg0xPcyq0zf7oaRuT6bFu+VOkqOaNK1MkWszehSpazUUX5KUFQMC05cZEIvV5rVqCp1nCyxevcBNh89wc4uf1HNqZzUcbLF6CNz2PHgCF5j59Cprup1YPcNfkOLiQNIUqRx4uQJ0c1b+G6iKVzmiK/TzxHvEgVBjWhoaDBp0iSWLVvG4jNn6b15C2np6VLHEn7Q7tu3CYmNoUm5bqKoz2LxydG5Yg/7Dwz0jVR+jT2AnZkJ+jo6XFKTdfYA/X5piYGuHn9eXKe2b2jnNR1LXlNbBv01BZ+gAKnjfJdHvi+oP6YnMn1tLv9zWRT1giAoLfFOURDU0ODBg/H29sb7xk3ar1lLQkqK1JGEHzB6915MDa2o4FJP6ihqJyU9GQdb9W+c94GpiTlRCapf2APkNTPm6sPHpPyvAZOqk8lkdGxcjxtvHnDZ77bUcbKFTCZjT9dlpMvldJs9WmW+d1ef3KPRb73J42DHpcuXcXZ2ljqSIAjCF4nCXhDUVJcuXThw4ACnnr+g3qK/CPlPoxVBuV168RLfiEgale2MpqbYmTQrpaSlkJKagl0uaJz3gZVFHpVvnvdBVRcnklNSufv8pdRRskzvVs0w1NNn3sW1ajtqb2eSh5kNR3Dv1VOmbFoqdZxvOnX7H1pMcKdE6ZKcO38eGxsbqSMJgiB8lSjsBUGNNWvWjAsXL+KfkEC1Pxfw9D8dTwXlNWj7dvR1DalepJnUUdSOX+gTQJErOuJ/YGttT0p6OsmpaVJH+WmlHGzR1tRUm23v4P2IdpemDbgT+Jjzr29IHSfbdCrdgnr5q7Botxcnb12WOs4XbT65n18mD6Fe/XocP3FCdO8WBEEliMJeENRchQoVuHrtGgZWVlT7cwHnnz+XOpLwDY8Cg3gYGET9Uh3Q0daTOo7a8Qt9BoCDbe4p7B3s3i87UIfO+DKZDEsjfS7cua9Wo9s9mjfGSF+9R+0B1refhaWBGW7zfic4MlzqOB9RKBRM37Ic90V/4NbLjb379mFgYCB1LEEQhEwRhb0g5AL58uXj8pUrVKxalUZLlrHl2jWpIwlfMWDrVrRk2tQu0ebbBwvfLTDSBw0NDWys7L59sJpwdnQBVH8v+w/K5LUn7F0UPm8DpY6SZWQyGa7NG/Mg+BlnfK5KHSfbaMm02N55MbEJ8fSePw65XC51JACSU1Pou3ACs7auZs6cOaxZswZtbW2pYwlqIl++fGhoaIjbN2758uWeprbZQRT2gpBLmJqacuToUbp37053z41MO3xErUeFVFVgVBT/vPKlVonWGOqp/x7rUgiLfouluRXa2jpSR8kxBZ2LABCTpB6FfY1C+ZBpaHD53kOpo2Sprk0aYKxvwJ8X1HvUvqh1AUbW6MXZu9dYtNtL6ji8i42h9R8D2X3pJNu3b+e3335DQ0ND6liCGvH19UWhUIjbN26+vr5Sf6tUmijsBSEX0dbWZt369cyYMYPJBw/Ra9NmUtJUf82tOunvvQ2AeqU6SJxEfUUlhJHXzknqGDnK2iIPMg0NohNVfyo+gIGODsZ6Oly8e1/qKFlKJpPRs1UTHoW+5ORL5V2DnhWGVOtOWbtiTN64hBvPpOuX4BMUQL0xPXgY8IpTp07RqVMnybIIgiD8DFHYC0Iuo6GhwYQJE9i6dSvbbt2m6bLlRCUkSB1LAGISEjn2+AmVCzfC3Mha6jhqKzk1gby2uW+6n7aWttpMxQcobGPNk9d+vIuJlTpKlurcuAEmBobMu7AWuUI5pqlnlx2d/0JfW59us0cTkxCX4+e/9PAWtUd2Q64j48rVK9SsWTPHMwiCIGQVUdgLQi7VpUsXTp06xb2QUKrPX4hveITUkXK94bt2kZaeRsMyYsQoO6WkJWOfixrnfaCjq6dWhX2dIgUA+Oe+ek3HB+jdphnPwl9z/PlFqaNkKwMdPda3m0VgeChDlk7L0eUH3qcP0Hy8O6XKluXqtWvY29vj7u4upgILgqCyRGEvCLlYrVq1uHL1Kim6ulT5cz5XfV5LHSnXSklLY9uN25R2roGtee6aJp6T3sWFkZaehl0eB6mj5DgjA2Oi1KiwtzU1Rl9Hm0tqtO3dBx0a1MXUyIh5F9ep/ah9dadydC/bll3nj7H55P5sP59cLmfyxiX0XTAR1+6uHD9xHAsLC7S1tTl9+jQtWrQgOjo623MIgiBkNVHYC0IuV7hwYa5cu0ahEiWos3AR6y6p97pOZTVh/wGS01JoXLaL1FHUmk/IIwDsbR0lTpLzzEzMiU5Qn8IewNHMlGsPn5Ccmip1lCzXr21LXkb4cfjpOamjZLvpjYaT3yIvw5bP4FlA9l1gjk9KoNvsMfy5cz1//vkn69evR0fnfRNNXV1dDh8+TGBgIL/++iupavgzJQiCehOFvSAIWFtbc+bsWfr07Uu/Ld4M8N4qmurlILlczqoLlyloVxpnm2JSx1Frb8JfAOBgk/um4ltZ5iE2KVmtuq1XdXEiJTWVO89eSB0ly7WtWxNzY2PmX1pPujxd6jjZbk/X5cjQoOusUSSlZH2Tx1eB/tQZ2Z2Td/9h7969jB49+pPO90WLFmXPnj2cPXuWIUOGqNXviiAI6k8U9oIgAKCjo8OKlStZt24dnteuU2/xXwSJ6Yg5YtHpM8QlJ9KkXDepo6i9oHd+6OjoYmZqIXWUHGeXJy9pcjlJqepz0a6kgw3aWppcVsPp+AAD2rfGJzKAg0/PSh0l21kZmrOg+Tie+vswfv3CLH3uo9cvUMOjC6nacP36ddq0afPFY+vVq8fatWtZs2YNCxYsyNIcgiAI2UkU9oIgfKRPnz5cuHAB3/gEKsyZyxUfH6kjqb3Zx07gYFmAonkrSB1F7UXGBmNnbZ8r96h2sn+/E0C0Gq2zl8lkWBkacOH2fbUcXW1RsxoWJibMv7iONLn6XJD5klZF69OscG1WHtzGoas/fzFDLpcza+sq2k8dSp16dbl+4wbFixf/5uPc3NwYP348Y8eOZc+ePT+dQxAEISeIwl4QhE9UqVKFW7dv41K8BHUWLmbNxUtSR1JbW65eJyI+jibluuXKYjOnxSa+w9E+9211B+DsVBBArTrjA5R1tCciOppXbwKljpItBv3aFr+oQPY/Pi11lByxovUU8hhZ0mfBBN6EB//w80THx9JxugczvFcybdo09u7bh6mpaaYfP336dDp27Iirqys3btz44RyCIAg5RRT2giB8lq2tLafPnMHd3Z3+3ltx3+Ktlg2qpDZu/34sjG0om7+W1FFyhZT0pFzZOA+gYL7CAEQnZf36ZSnVKJgPmUymttPxm1arjKWpKfMvrc8Vo/YymYy/uywhKTkZt7m/k57+/f0FHvu9pOaIrlx+epdDhw4xceJEZLLve8srk8nw9PSkTJkytGrVCj8/v+/OIQiCkJNEYS8Iwhfp6OiwbPlyNmzYwMbrN6i7+C8Co6KkjqU2Tj5+wpt372hctisymabUcdRemjyNlNRk7G1yZ2FvbGSCpkymdiP2ejraGOvqcPHufamjZJthndrxJjqY3Q9PSB0lR+S3cGR8nQH88+g2c3es/a7H7r54gtojXdE3M+bmrZs0b978h3Po6+uzf/9+DAwMaNmypdgGTxAEpSYKe0EQvqlXr15cvHiRgMQkKsyZx+WXr6SOpBaG7diJkZ4pVQo3ljpKrhAY8QqFQoG9Te7bw/4DbS1ttSvsAYrYWvPU15/I6Bipo2SLBpUrYG1uxsLLG0hNV/9Re4A+FX+lct4yzPBeyaWHt755fFp6GuPXL8R19mhatW7NlatXcXFx+ekcefLk4fDhwwQEBNCpUyfSxI4xgiAoKVHYC4KQKZUrV+bW7dsUKlmSuosWs+DkKeRyudSxVNYdf3+ehYTSoExHtLV0pI6TK7wOeQyAvW3u2+ruA11dfWIS1WsqPkCdwvkB+OfBI4mTZB+PLh0IjAnl74fHpI6SY7Z0mo+JrhE95owlMvbLo+Xh0e9o/cdAluzbzMKFC9m6bSuGhoZZlqNYsWLs3r2b06dPM3ToULVs1CgIguoThb0gCJlmY2PD6TNnGDFyJKN376HlilWExcZKHUslDdi6DR1tPWoWbyV1lFzjTcT7HR7s8uTeEXtjIxOi1HDE3sbUGH0dHS7dVc919gB1ypfFxsKchZc2kJKeO/qd6GnpsvnXeYRFR9J/0aTPFtSXHt6i6tCOPHzjw6lTpxgxYkS2NCJt0KABq1atYtWqVSxatCjLn18QBOFnicJeEITvoq2tzbx58zh69Cg3g4MpM2s2Z589kzqWSvGLiOCmXwC1S7RFXyfrRpWErwuLeoOZiTl6uvpSR5GMuZklUQmJUsfIFo7mJlx/9Fitm3yO6Por/9feXYdVef9/HH8eUgmRkBRBQRQDAxvbzcTuRmYrU7/q1IVz1tS56ZwxCzun0zmxsGaLgQ2IgTHFokQazu8P5vmNiQgIHOL9uK5zKfe543UOCud9fyo0+iXbru1Td5Q8U8O6MkNr9WLvuWOs3LddtT05OZk5W1bQavJnODg74X/Fn6ZNm+Zqls8++4xJkyYxYcIEdu/enavXEkKIrJLCXgiRLa1bt+bK1as4V69Bi4WLmLrnT5KyMXtxUTR002YUCg2aVe2i7ihFSvibF0V2Rvy3zE0siI5PIKUQdiWu72BHQmISlwNvqztKrmlY3QVLUxMWnl5DXFLhG1LxPlOaDqOCWVkmLJ/Ljfu3eRr2AvdvhjN94xK+/vprjhw9io1N3vTEmT17Nl27dqVv375cuvThsf9CCJFXpLAXQmSbtbU1h3x9mTFjBrMOHKT5wkU8CgtTd6x8LSw6miOBwdSv2IYSeibqjlOkxCa+xtaqaK5h/5aVRWmUSiVv4hPUHSXHVbY2R1tLk9NXb6g7Sq6a0K8nz9+EsfXqXnVHyVO/9f4FbQ0tus8YQz2vHgQ+fcDhw4f57rvv0NLSyrMcGhoarF+/nipVqtC+fXsePXqUZ9cWBZe9vT0KhaLIP+zt7dX9rSjUpLAXQnwUTU1NvvrqK/766y/ux8RQffYc9lwtvMtOfaxRW7eRkpJMC5ce6o5S5CQmxRfpifMAylin3tgojDPja2hoYKavx0n/q4V6crN6VStjU8qMn8+sJzax6LTa6+sWp2GZWjx+EUq5CuW5eu0qzZs3V0uW4sWLs2fPHnR0dHB3d+e1zDUjPuDBgwcolcoi/3jw4IG6vxWFmhT2Qogc0bBhQ65eu0aj5s3puOxXxmzbXqjHumZHXEICv1+5Rg2HJpQyslZ3nCIlOi6KxKRErC2KdmFftkx5AKLiCmdBWKOMNa8io7jz6G91R8lVE/v35lVMBJuv7lF3lDxxL+wRnTeP4ljIeb6fM4dTp05hbm6u1kwWFhb4+PgQEhIiy+AJIfIFKeyFEDnGxMSEXbt3s2jRIn49fYb6838k+NlzdcfKNyb+vouEpERaVu+t7ihFTsiz1GXQinphX87+n8K+ELbYAzRwtEdDQ4PTVwvv7PgAtSpVwMb8bat94fxeAiiVSrZd20eb9YOJLZ7E2XNnmTBhApqamuqOBkDlypXZsWMHhw4dYuzYsYW6p4gQIv+Twl4IkaMUCgVeXl6cO3eOaG1tanw/h5UnTxX5DzwpKSmsPnMO59K1KG3mqO44Rc6D56krNxT1wr6YTjG0NDWJLKSFfTFtLQx1dThxpfAPB/piYG8iYqNY779b3VFyRWTca0b++R0T9s+hZ59eXL7ij6urq7pjvePTTz9l6dKlLFmyhEWLFqk7jhCiCJPCXgiRK2rUqMGly/707tuXoZs24750GU8jI9UdS21m7j9AbEI8LWv0UXeUIulpeAiamlqYmai3+25+oK2tQ1Rs4eyKD1DRqhS3HzziZUTh/nlTs4ITtpbmLD67gTcJMeqOk6OO3/Oj5dpBnPz7Etu2bcPb2xsDAwN1x3qvoUOHMmHCBMaNG8eff/6p7jhCiCJKCnshRK4xNDRk5apV/Pnnn1x69pwqM2bx26XL6o6lFguOHMOuVAUcrVzUHaVIehn1FItSVmhoyK+9YrrFC22LPUATp3IAnL12U81Jct8Uj75ExkWz7vIudUfJEVHx0UzcP5f+v02gcm0Xrl2/Ro8eBWOi0blz59KpUyd69+6Nv7+/uuOIAsDDw4NOnTqpvg4NDcXLy4ty5cqhq6uLra0t7du358iRI6p97O3tWbhw4XvPuXLlSho1aoSxsTHGxsZ88skn+Pn5ZZgjJCQk3RnsDxw4oNrH39+fGjVqYGBgQIcOHQgPD1c9l5SURM2aNblw4ULW3wSRo+QTjhAi17m7u3Pj5k2atWxJj5Wr6LPam7A3b9QdK8+sOHGSiJg3tKrZF4VCoe44RVJUbBi2VmXUHSNfKGFYkohCXNiblzBAT0eHU0VgdY6qjuWwt7Zk8bmNRMcX7Fb7E/cv8OnaQey9+xfLly/n4KFDlClTcP7PamhosHHjRpydnXF3d+fx48fqjiQKkJCQEFxdXTl69Cjz5s3j+vXrHDhwgGbNmjFq1KhMn+f48eP07t2bY8eOcfbsWcqUKUPLli35++8PTyh6+PBhnj59qnr8e9WJwYMH07x5cy5fvkxERASzZ89WPTd//nwaNmxI7dq1s/aiRY6Twl4IkSfMzMz4bccONm7cyL6g21SdORuf64V7gqu3vt27D3Oj0lSxq6/uKEVWQlIcNpa26o6RL5iUNC20k+e9ZWtixIVbgcQnJKg7Sq6b4tGX6IQY1lzeqe4o2RIdH8Pkgz/Qd/t4nGtU5sbNGwwdOrRA3gTV09Njz549aGpqyjJ4IktGjhyJQqHAz8+Pbt264eTkROXKlfnf//7HuXPnMn2eTZs2MXLkSKpXr07FihVZuXIlKSkpaVr938fU1BRLS0vVQ0dHR/VcQEAAQ4YMwcnJid69e3Pr1i0A7t27h7e3N7Nmzcr6ixY5Tgp7IUSeUSgU9O3blxs3b1Ktbl3clyzDY916wt8U7JamjOy5epXQqEha1uiNhkJ+5KpDSkoKCUlxWFtIYQ9gbmbJm/gEklNS1B0l19R3KENCYhKXA4PVHSXXVSpnTzkbK5ae20RUfLS642TJqZBLfLpuELtvH2XZsmX4HjmMnZ2dumN9FCsrK3x8fLh37x69e/eWZfDEB4WFhXHgwAFGjRqFvr7+O8+XLFky2+eOiYkhMTERExOTD+7boUMHzM3NcXNzY8eOHWmeq1atGr6+viQlJXHkyBFcXFKHFQ4fPpx58+ZhaGiY7Ywi52ipO4AQougICAhg0qRJbNu2DZ99+1i7di1jx4zBNzCIFX160a5qVXVHzHH/2/E7JfRMqOXYQt1RiqxnkQ9JSUnB2rJoz4j/lo1lavfm13HxlNQrruY0uaOSlTk6Wlqcvnqd+i6V1R0n1301qB+DZ/6A98UdjHXzUHecD3qTEMOs47+ywX83zZo2ZbW3N2XLllV3rBxTtWpVtm/fjru7O3379pUuykWQjo4OAwcOxMjI6IP73rlzB6VSScWKFXM8x+TJk7GxseGTTz557z4GBgb89NNPuLm5oaGhwZ49e+jZsyfr1q2jX79+AKxatYqRI0cyf/583NzcmDJlCuvXr0dPT4/atWvTqlUr7t69S69evZg5c2aOvw6ROVLYCyHyRGJiIv369SM2NhZtbW0UCgWDBg3i008/ZcjgwbgvWcbA+vVY0K0bxvp66o6bI87eu8fdFy/pWn8EWpra6o5TZIWEBgBgZW6j5iT5g52NPQBRsYW3sNfQ0MDMoDgnrlxjfL+eBbJbd1Y42ZXBobQNv57fgodrV0oWy7+tZ2ceXGbCwbm8iotk8eLFjBgxolBOatm6dWuWL1/OpEmTOHjwoLrjiDymq6tLgwYNqFWr1gf3fbsccE7/nJo3bx5btmzh+PHjFCtW7L37mZmZMW7cONXXtWrVIjw8nHnz5qkK+8qVK/PXX3+p9nn16hXTpk3jxIkTeHl54ebmxu+//07t2rWpW7cu7du3z9HXIjJHCnshRJ74/vvvuXr1KmfPnkVL6/9/9JQuXZp9+/erWu/33wrgpy6d6VOndoH/MD5y81aK6ejRwLmtuqMUaY9e3QFkDfu3HOycAIiKK9zj7GuUscHnWiDBjx7jVKbwD8P4yrM/ntPnsurCdiY0+kzdcd7xJiGGOX+tYO3l32ncsBHH1q7BwcFB3bFy1WeffcZnn+W/74XIX8qXL49CoSAgICDNLPkfY/78+cyePZvDhw+rus1nRb169Vi1atV7nx83bhxjx46ldOnSHD9+nJkzZ6Kvr0+7du04fvy4FPZqUvhukQoh8h1/f39mzJjBlClT0u2S+Lb1PiAwkCaffkq/NWtpuWgxwc+eqyFtzgh69oyrfz+hWdWu6GoXzlbRguJZxEMM9Awx0M+/rZh5ydbaHqBQL3kHUN/BDk0NDU5fvaHuKHnC0dYGJ7vSrLiwjfDYKHXHSeNg8EmarxnItlv7+fnnnzn21/FCX9QLkVkmJia0atWKJUuW8CadFYMiIiKydL4ffviBGTNmcODAgUz1GEiPv78/VlZW6T535MgRAgMDGT16NADJyckkJiYCqb0zk5OTs3VN8fGksBdC5Kr4+HgGDBhA5cqV+eabbzLc19ramu2//ca+ffu4E/OGqjNnMd1nH/H//MIoSIZt3ISmhiZNKndSd5QiLzz6uYyv/xctLS20NTWJio1Xd5RcVUxbC8Niupzwv6ruKHnm68/6E5+UwIoL29QdBYAnUc/4bNeXDP79K6rXr8nNWzf5/PPPC2XXeyE+xtKlS0lOTqZOnTrs3LmT4OBgAgICWLRoEfXrZ35FnXnz5vH111/j7e2Nvb09oaGhhIaGEh39/xNrLl68mBYt/n/en3Xr1rF582YCAgIICgpi/vz5LFq0CC8vr3fOHxsby6hRo1ixYoXq/7GbmxtLlizh6tWr7Ny5Ezc3t494J8THkJ+sQohc9d133xEUFMS6devSLJ2SkTZt2nDzVgDjxo9nxv4DVJs9h+NBt3M5ac4JjYzk1N37NHRuj0HxD0+cI3LXm/goSlsV7Jm2c5qOjm6hX/IOoKJlKYIfPuZlFlu8Cip7Kyucy5Zh1YVthMVEqC1HUkoSKy9sp5n3AK5H3uG3335jr49PoZogT4iPlZKSohqaWLZsWS5fvkyzZs0YP348VapU4dNPP+XIkSMsW7Ys0+dcunQpCQkJdOvWDSsrK9Vj/vz5qn1evnzJ3bt30xw3c+ZMatWqRe3atdm6dSve3t5pxt2/NX36dNzd3alevbpq26JFi7hy5QqNGzfG3d2drl27ZvGdEDlFoXw7Y4MQQuSw8+fP06BBA6ZPn85XX32VrXPcuHGD4cOGcfrMGQbUq8v8rl0olc+XVem8bDl/XLvOd703YmJooe44Rd7/vNvSo0N/RvR/90NKUdXRsykm2kqGNqmr7ii56sXraObu/4svBvSmQ+Oi0Yr0MPQZ/b+ZxdA6Pfmy6Yg8v77/k1t8efgnboYGM3LkSGbNmpWpmcGFKMwUCgX/Lblat26No6MjixcvVlOqvJfe+yByjrTYCyFyRWxsLAMHDsTV1ZVJkyZl+zxVqlThxMmTrFy5kj8Dg6j43QxWnz5NSj5dgzs6Lg6fGzepXb6FFPX5QHxiLAmJ8djIxHlpGBkaE1EEWuxLGRpQXEeHU1euqztKniljaUElB3u8L+7kxZuwPLtueGwkkw78QMeNI9A21+PcuXMsXrxYinoh/iM8PBwfHx+OHz+e4TJ0QmSVFPZCiFzx1VdfERISwrp169LMgp8dGhoaDB48mMCgINp16sTgDZtouuBnbj55kkNpc87Y7TtITE7i0+q91B1FACHPUpe6s7Yo/LOiZ4WpsVmR6IoPYGdixIVbgcQnJKg7Sp75elB/klKSWHZ+c65fK0WZwuYrf9JkVT987p9g0aJFXLh0EVtbW2JiYnL9+kIUNJ6engwbNozx48fTsWNHdccRhYgU9kKIHHfixAkWLlzIrFmzcHZ2zrHzmpubs37DBo4cOcIzlFSf9T1jtm0nLJ1ZZNUhKSmJTRcuUtWuPlbG9uqOI4AHLwIBsLKQNez/zaKUFXGJSSQWgdmLGzjakZiUxMWAIHVHyTM2FqWoWr4cay//zrPol7l2nWuhQXTcNJJJB3+gfdeOBN0OYvTo0WhqajJ06FDc3d2l260Q/7Fr1y4eP37MrFmzCvyyviJ/kcJeCJGjoqOj8fDwoEGDBowdOzZXrtG8eXOuXrvOzFmzWHPhIo7fTmPR0WNqL1Km/ulDXGICn1bvrdYc4v89CbuPhkIDCzNLdUfJV2wsywAU+pnxIXUCPR0trSKz7N1bX3n2J0WpZNm5nG+1fxb9kon75+K+fihJRgpOnDjBuvXrsLD4/+FHXl5eHDt2jE2bNuX49YUQQrxLCnshRI764osvePbsGWvXrkVTUzPXrlOsWDEmTZpE8J07dOvVm7G/7aDqzNn4XL+ulhailJQUFv91AgfLKpSzrJzn1xfpexH5BDMTc7S0tNUdJV+xty0HQFRc4e+Or6GhgZmBHif9rxWp1mMrM1OqOzmw3n83T1+/yJFzxiTEsvD0Whqv6suhh2dYuHAhl6/406hRo3f2bdmyJT169GD8+PGEh4fnyPWFEEK8nxT2Qogc4+vry7Jly5g3bx6Ojo55ck0LCwtWrFyJv78/1hUq4L5kGa1+WcyNv/N2/P0vx47zOi6WljX65Ol1RcYiY15S2rqMumPkO452FQCILCLj7GuWsSb89WuCHjxSd5Q89ZVnf1JQsuTcxo86T4oyhd+u76fJ6n4sOreBEaNHcufeXT7//HO0td9/02zBggXExsZme1UUIQoLOzs7FApFkX/Y2cnSs7lJCnshRI6IjIzE09OT5s2bM2JE3i+xVK1aNY4cPcru3bu5H59AtVmzGbF5Cy9ev86T6886cBArY3sq2dbJk+uJzIlPisXGUibO+y+LUlYoFEWjKz6kjrPX1NDg9NWiMzs+gLmJMa7O5dl0ZQ9/Rz3L1jnOPLhMuw1D+d++72nUsimBQYHMnz8fY2PjDx5rbW3NjBkz+PXXX/Hz88vW9YUoDEJCQlAqlUX+ERISou5vRaEmhb0QIkeMGzeOyMhIvL290dBQz48WhUJBx44duXnrFvPnz2fLlas4fvsd8w/5Ep+YmGvX3XbhIi9ev6ZVzb4yEU4+k5AULzPip0NDQwNtTe0iMzO+jpYWhro6nLxyTd1R8tyXg/oB8MuZDVk67u6rhwz6fQo9t47FwNaY06dPs/237ZQrVy5L5xk1ahTVqlVjxIgRJBeByRqFEEJdpLAXQny0vXv3smbNGhYsWJAvulnp6Ogwbtw47ty9Sz8PDyb/sYfKM2ax87J/royx/WLXbowNzKlRrkmOn1tk36uopyQnJ2FtKWvYp0dHR7fIFPYAztbm3Hn0Ny/CI9QdJU+ZlSxJ7coV2XJtL48in35w/7CYCL7xXcgnazy4E/+YrVu3cubcWRo0aJCt62tpafHrr7/i7+/P0qVLs3UOIYQQH/bewt7e3l7t4zDkocDe3j4P/zkIkXWvXr1iyJAhtG3bFk9PT3XHScPMzIwlS5Zw7do1yteoQbcVK6k9dx77b9zMsQL/aFAQD8PCaFm9N5oauTdZoMi6+89uAWBjIYV9evT0DIkoIl3xAZo4lUMBnLlWtGbHB5gyqC8aCg0WnV7/3n3ikuL59fwWGq3qw+/Bh5n9/WwCggLp2bPnR/dEqlu3LkOHDuXrr7/m6dMP31wQQgiRde8t7B88eKD2cRjyUPLgwYO8/PcgRJZ5eXkRHx/PypUr82039EqVKrH/wAGOHTuGrpU1bRcvodGPCzgedPujz+21dRv6uiWoW6FVDiQVOenhy2AArKSwT5dxCWMiY2PVHSPPmBnqU1xXh1NXitY4ewCTEiWoV9WZ7Tf2ExL+d5rnEpOT2HRlD01W9WXOyRX09xzInbt3mDhxIsWKFcuxDN9//z26urr873//y7FzCiGE+H/SFV8IkW07duxgy5Yt/PLLL1hbW6s7zgc1bdqUU6dPs2/fPmINDWm2YCGf/vwL5+7dz9b5rj1+TEDoM5pX646Olm4OpxUf61n4Q4rpFsPIsKS6o+RLZibmRaorPoCdiREXAwKJi09Qd5Q8N2VQXzQ1NFh0Zh0AySnJ7LhxgGbe/Zly6EeatGnBrVu3WLx4MaVKlcrx6xsbGzN//ny2bt2Kr69vjp9fCCGKOinshRDZ8vz5c0aMGEHnzp3p06fgLPGmUCho06YNFy9d4vfff+cpUH/eD7Rfuowrj7K2FNawTVvQ1tShUaUOuRNWfJRX0aFYWZTOtz1J1M3S3IrE5BTiEpPUHSXPNHCwJzEpmYsBQeqOkueMDAxoUK0yO24cxPviDj5Z68E4n9nUbFybq1evsnnLZpycnHI1Q//+/WnSpAmjRo0iLq5o3VQSQojcJoW9ECLLlEolw4cPB+DXX38tkIWTQqGgc+fOXL1+nU2bNhH4JoYas76nx8pVBIaGfvD4h2Fh+IU8oHHlTujpGuRBYpFV0XER2FqpfzLH/Kr0P+9NUWq1d7Y2R0dLi9PXil53/JSUFBpUrYKGQsG3RxbhVKsSFy9e5Pddu6hatWqeZFAoFCxdupT79+8zb968PLmmEEIUFVLYCyGybPPmzezatYtff/0Vc3Nzdcf5KJqamvTp04eAwEBWr17N+WfPqTx9JgPXruPei5fvPW74pi2AgmZVu+ZdWJElicnxWMv4+veyt3UAIKqItZyWMtTjpP81UlJS1B0lT6SkpHD04mUGTZ/L9+s2Ud+tAbt378Zn3z5cXV3zPE+lSpWYMGECs2fP5s6dO3l+fSGEKKyyXNiHhobi5eVFuXLl0NXVxdbWlvbt23PkyBHVPm9n1N+6des7x1euXBmFQsHatWvTbPf396d79+5YWFhQrFgxnJycGDJkCLdv///kVjt37qRu3boYGRlhaGhI5cqVGT9+fLo5W7ZsiaamJufOnfvgawoJCUl3RvoDBw5keFx4eDj9+/fHyMgIIyMj+vfvT0REhOr5sLAw2rdvj4GBATVr1uTq1atpjh85ciQ//vjjB/MJkZ88efKE0aNH07t3b7p2LTxFrZaWFp6enty+c4dFixZx6H4ITt9OY+Daddx6knYW54iYGHwDgqhXoRVG+qZqSiwykpSUQEJivCx1lwFH+9Ru11FFaGZ8gJplbIh4Hc3th1kbelPQpKSkcOTCZTymz2Hqr96UrejMqVOnOHnyJB07dlRrtm+++QZLS0tGjx6dK0uQCiFEUZSlwj4kJARXV1eOHj3KvHnzuH79OgcOHKBZs2aMGjUqzb62trasWbMmzbZz584RGhqKvr5+mu179+6lXr16xMfHs2nTJgICAtiwYQNGRkZ88803ABw+fJhevXrRrVs3/Pz8uHTpErNmzSIh4d0JcB4+fMjZs2cZPXo0q1evzvTrO3z4ME+fPlU9mjdvnuH+ffr04cqVKxw4cIADBw5w5coV+vfvr3p+1qxZvH79msuXL9OkSRMGDx6seu7s2bP4+fkxduzYTOcTQt2USiWDBw+mWLFiLF68WN1xcoWuri6jRo3i7r17/LRgAUcfPqLy9Bl0Wb6CCyEhAIzeup2klCQ+qd5TvWHFez18GYxSqcTawlbdUfItk5JmaCgURBahrvgA9R3KoKmhwemrhXPZu6SkZA6dv4DH9Ll8u9wbB+fKnD59Gl9fX9zc3NQdDwA9PT1++eUXDh48yI4dO9QdRwghCgWF8j23ShUKxTt3Udu2bcu1a9cICgp6pziPiIigZMmSQGqLfe/evVmwYAHBwcHY2qZ+sBo6dCjFihVj/fr1LFy4EA8PD2JiYrCzs6Nhw4bs2rXrnRxvzzt27FiuXr3KsWPHPviivvvuOwIDA/n222+pU6cOT58+fSfvv4WEhFC2bFn8/f2pXr36B88PEBAQQKVKlTh37hx169YFUm9c1K9fn8DAQCpUqEDbtm3p0KEDw4cPJyAggFq1avHmzRsSExOpXbs2q1atolatWhleJ73vgxDqsnr1agYPHszevXtp166duuPkiYSEBDZu3Mic2bMJvnuXT5wrciL4LpXK1Gfwp9+qO554j6PXdvD72WVsXrIXO5uy6o6TbzXvUYM6dtZ0rFFZ3VHy1Ky9RzExMWHdtCnqjpJj3sTG8ufJM/x25ATPXr2iVatWfPvtt9SvX1/d0d6rU6dOXLhwgYCAAEqUKKHuOEIIUaBlusU+LCyMAwcOMGrUqHSL5LdF/VsWFha0atWKdetSl1WJiYlh27ZteHp6ptnv4MGDvHz5ki+++CLd6749r6WlJTdv3uTGjYzvsCuVStasWUO/fv2oWLEiTk5ObN++PVOvsUOHDpibm+Pm5vbBO8hnz57FyMhIVdQD1KtXDyMjI86cOQNAtWrVOHr0KElJSRw8eBAXFxcA5s6dS9OmTT9Y1AuRnzx48IBx48YxaNCgIlPUA+jo6ODp6UlAUBDbtm3jKQoSkhJ5EfUY/3snSElJVndEkY4nYfcAsCyV/5dhVCddnWJEFrGu+ADOVubcffw3z8PC1R3loz0LC2fJb7voOulblu/aS2t3d65evcqBAwfydVEPsGjRIiIiIvj2W7lJKoQQH0srszveuXMHpVJJxYoVM31yT09Pxo8fz1dffcWOHTtwcHB4p0U8ODgY4IPn9fLy4uTJk1StWhU7Ozvq1atHy5Yt6du3L7q6/79+9OHDh4mJiaFVq1YA9OvXj9WrVzNo0KD3ntvAwICffvoJNzc3NDQ02LNnDz179mTdunX069cv3WNCQ0PTnTTM3Nyc0H9m1J48eTIjRozAwcEBe3t7Vq9eTXBwMOvXr+fs2bMMHz6cQ4cOUatWLVauXImRkdF7MwYHB3P27NkM3yMhctOqVasoWbIkCxYsUHcUtdDU1KRHjx50796dvXv38uP8H1nt+x0WxqVpVqUbdZxaylr2+ciLyL8xLmmKro58TzJioF+CyNg36o6R55pUKMeZuw84c+0GnZo2UnecbAl++Jith45w5MJl9PX1GeXlhZeXFzY2NuqOlmllypTh22+/ZcqUKQwcODDTvSaFKGjs7e158OCBumPkW3Z2doT8M9xRZF+mC/u33cGzsqxVu3btGDZsGCdOnMDb2/ud1vp/n/dD9PX18fHx4e7duxw7doxz584xfvx4fv75Z86ePYuenh6Q2lW4Z8+eaGmlvrTevXszceJEgoKCqFChQrrnNjMzY9y4caqva9WqRXh4OPPmzXtvYQ/pvxdKpVK13cjIiM2bN6d5vnnz5vzwww9s2rSJe/fuERQUxJAhQ5g+fXqGE+n9/PPPLFmy5L3PC5Hb9PT02LNnT4Y3oIoChUJB+/btad++PX5+fsybN49tv//MvsvraFypE27O7hgWL6numEVeePQLSpcuo+4Y+Z6xkQl/P37/6g+FlamBHnq6Opy6cr1AFfZKpRK/mwFs9T3KhZuB2NqW5of58/nss88wNDRUd7xsGTduHOvXr2fEiBGcPn0aDQ1ZsEkUPg8ePJChtRkoiMsm50eZLuzLly+PQqEgICCATp06Ze7kWlr079+fb7/9lvPnz6c7ht7JKXVW3sDAwEx1GXNwcMDBwYHBgwfz1Vdf4eTkxLZt2xg0aBBhYWHs3r2bxMREli1bpjomOTkZb29v5s6dm7kXS2q3+lWrVr33eUtLS549e/bO9hcvXmBhYZHuMd7e3pQsWZKOHTvSpUsXOnXqhLa2Nt27d2fq1KkZ5vnll1/46aefMp1fiJymoaGhumEmUtWpU4cdO3Zw584dfvzxR9asWcsB/424lmtK48qdsDPPfA8nkbPiEqMpbSWF/YeYmZgTGHw9zU3posLOpCQXA4KIjY+nuG7+7tmRmJTE4fMX2ep7jLuP/6ZmzZps2bKFbt26Ffify9ra2ixbtozGjRuzatUqhg4dqu5IQghRIGX6t4GJiQmtWrViyZIlfP755xlOnvdvnp6ezJ8/n549e2JsbPzO8y1btsTMzIx58+ZlOHleeuzt7dHT0+PNm9RuhJs2baJ06dLs3r07zX5Hjhzh+++/Z9asWZn+Bejv74+VldV7n69fvz6RkZH4+flRp04dAM6fP09kZCQNGjR4Z/8XL14wY8YMTp06BaTebEhMTAQgMTGR5OSMx+kqFAp0dHQylV0IkbccHR1ZtmwZM2bMwNvbm8WLl/DDrlGUtaxEI+cO1HBogram/P/NSwnJCbKGfSZYWdiQrFQSm5CInm7R+jfasLwdAU+fc/FWEI1quKg7Trqi3sSw58Rpdh47wYuwcNq1a8fqjZto3LhxoboR06hRIzw8PJg8eTKdOnVKd6ijEEKIjGWpv9PSpUtJTk6mTp067Ny5k+DgYAICAli0aNF7W9udnZ15+fLlO0vfvaWvr8+qVavw8fGhQ4cOHD58mJCQEC5evMgXX3zB8OHDAZg2bRpffPEFx48f5/79+/j7++Pp6UliYiKffvopkNoNv1u3blSpUiXNw9PTk4iICHx8fNLNsG7dOjZv3kxAQABBQUHMnz+fRYsW4eXlpdrHz8+PihUr8vfff6teV+vWrRkyZAjnzp3j3LlzDBkyBHd393S7/I8ZM4bx48erxr65ubmxYcMGAgICWLFiRb5ZgkYIkX1mZmZ88cUX3L9/j927d1OukhXrj83h2y19+NPPm/DoF+qOWCRExYSTlJQohX0mlLG2ByAyruhNoFfB0hwdbS1OX72u7ijvCLj/gNlrNtLli6/x/nM/HTp34datW+zdu5cmTZoUqqL+rXnz5gG8dzJlIYQQGctSYV+2bFkuX75Ms2bNGD9+PFWqVOHTTz/lyJEjabq+/5epqSnFixd/7/MdO3bkzJkzaGtr06dPHypWrEjv3r2JjIxk5syZADRp0oR79+4xYMAAKlasSJs2bQgNDeXQoUNUqFCBS5cucfXqVbp27frO+Q0NDWnZsmWGa9rPnDmTWrVqUbt2bbZu3Yq3t3eacfcxMTEEBQWpWtkhtYdA1apVadmyJS1btsTFxYUNGza8c+6DBw9y9+5dRo4cqdo2evRoypUrR926dUlISJAZYYUoRDQ1NenYsSOHjxzm1q1bDBjUl1O3/+DbLX1Z7fsdwU+uyli7XHTv2U0ArC2lsP+QsmXKAxBVxNayf8vcQI+TV66RkpKi7ijExsfz54kzDJ71A0Nm/cD1h4/5Zuq3PHz4kFWrVuHs7KzuiLmqVKlSzJ07l3Xr1nHixAl1xxEi13l4eKiGN3t4eKBQKFAoFGhra1OuXDkmTJig6pUcEhKCQqFAS0tL1cj41tOnT9HS0kKhULx3ArrExEQmTZpE1apV0dfXx9ramgEDBvDkyZMP5oyIiGDUqFFYWVlRrFgxnJ2d2bdvn+r5TZs2YWtri4mJCRMnTkxzbEhICE5OTkRFRWXhnRHZlaV17EXek++DEIVDVFQUGzZsYNGiX7h9Owgbs3I0cu5A7fKfoKv9/hufIuv2+K3mkP9m/vA+jplJKXXHydeiY6Jp1acuPWq7UKesrbrj5LmTt+/zx5VbrPxqIs5l7dSS4d7fT9nz1ykOnr9AdEwsbdq0YcSIEbRp0wZNTU21ZFKXlJQUGjZsSGRkJP7+/jIEURQa6X2e9/DwICIigt27d+Ph4cGzZ89Ys2YNiYmJnDx5ksGDBzNw4ECWLVtGSEgIZcuWxdbWlhEjRjBlyhTVeebMmcOyZct4+PAh9+/fx97e/p3rR0ZG0q1bN4YMGUK1atUIDw9n7NixJCUlcfHixffmTkhIwM3NDXNzc7788ktKly7No0ePMDQ0pFq1arx8+RJbW1vWrl1LuXLlaNeuHWvWrFEti9ymTRuGDBlCly5dsvz+iKyTqUeFECIPlChRglGjRhEYGMDhw4ep5VaV7acX8dXG7mw4Nlda8XNQaPgDtLW0MTU2U3eUfM9AzwBNDY0i22Jft5wtmhoaed4dPyYunr2nzjJ8zgIGfDuLv67fYvTnY7h37x4+Pj64u7sXuaIeUidpXbZsGUFBQUV2aVVRdOnq6mJpaYmtrS19+vShb9++78wbNnDgwHeGN69du5aBAwdmeG4jIyN8fX3p0aMHFSpUoF69evzyyy9cunSJhw8fvvc4b29v1eTkbm5u2NnZ0bBhQ6pVqwbAvXv3MDIyomfPntSuXZtmzZpx69YtADZv3oyOjs4Hi3qRc6SwF0KIPKRQKGjRogW7d+/m/v37fPn1FJ4lBPPzn/9j+vYB7L+0gbDX7664ITLv1etQLEpZF8pxyLlBW1ubqNiiN8YeQEdLixLFdDnhfy3Xr6VUKgm4/4B567fQeeLXzF23GetyDvz22288fvyY2bNnp9vSVtRUq1aNzz//nOnTp8u636JIK168eJohwAAdOnQgPDxcNRn3qVOnCAsLo3379lk+f2RkJAqF4r2TlAPs2bOH+vXrM2rUKCwsLKhSpQqzZ89WTfpdvnx5YmJi8Pf3JywsjAsXLuDi4kJYWBhTp05l8eLFWc4lsq9gr5EihBAFWJkyZfjmm2/4+uuvOXnyJGvWrGH79t/Yd2kdFWxqUNepFdXsG6KjXUzdUQuUqJgwqthXVXeMAqOYrh6RRbTFHqCStQWn74TwLCwcC5N3V+/5WGGRURy9eJm9p89x5+FjSpe2YcIXXzBo0CDs7FK7/2/evBkjIyNV99Wi7rvvvmP79u18/vnnbN++Xd1xhMiyj13Nys/Pj82bN9OiRYs027W1tenXrx/e3t40bNgQb29v+vXrh7a2dpbOHxcXx+TJk+nTpw8lSpR473737t3j6NGj9O3bl3379hEcHMyoUaNISkpi6tSpGBsbs27dOgYMGEBsbCwDBgygVatWeHp64uXlxf379+nQoQOJiYlMmzaNbt26Zev9EJkjhb0QQqiZQqGgcePGNG7cmF9++YUdO3bgvdqbdUe/R6+YPtXtm1KvQivKWlSSVuhMSEyOw8ay6I0Xzy5DAyMiY8PVHUNtmjiV5cydEM5cvUHnZo1y5JzRMbGc8L+Kr98lLgUEoaGhQfv27Vn06wpatmz5Tjf748ePc+jQIdq0aYOGhnSmNDQ0ZOHChXTv3p1ixeTGpih4NDU1+euvv7K06tXevXsxMDAgKSmJxMREOnbsyC+//PLOfp999hn169dn9uzZ/Pbbb5w9e5akpKRMXycxMZFevXqRkpLC0qVLM9w3JSUFc3NzVqxYgaamJq6urjx58oQffviBqVOnAtC5c2c6d+6sOub48eNcv36dxYsX4+joyJYtW7C0tKROnTo0btxYlrPMRVLYCyFEPmJgYICHhwceHh7cvXuXdevWscZ7LWf+8MHSpAy1HT6hpkMzShlZqztqvpSSkkJCYjxWFjbqjlJgmJQ05W7YU3XHUBsTAz30dHU4dfXaRxX28QkJnLl2k8N+lzh7/SaJSUk0atSIZcvG0rVrV0xNTd97rKenJytXrsTX15dWrVplO0Nh0rVrV3x9fXn6tOj+2xQFl66uLq6urlk6plmzZixbtgxtbW2sra3f2wpfpUoV1Qpizs7OVKlShStXrmTqGomJifTo0YP79+9z9OjRDFvrAaysrNDW1k5zM9LZ2ZnQ0FASEhLe6ZUQHx/PyJEj2bhxI3fu3CEpKYkmTZoA4OTkxPnz57M1bEBkznsLezs7O2kZygfedtMTQhQ9Dg4OTJ8+nWnTpnHs2DHWeK9h5+9b+POCN2XMnahRtjE1yjXBrIQU+W89Db9PijIFGwtpsc+sUqYWXLt1iZQUJRoaRfP3vp1pSS4F3CY2Pp7iurqZPi4pOZlLAUH4nr/IySvXeRMbS82aNfh+zhx69uyJjU3mbjDVrVsXFxcXli9fLoX9PxQKBZ988om6YwiRZ/T19XF0dMzUvp6enowcOTLD5cb/621RHxwczLFjxzK82fiWm5sbmzdvJiUlRdWb6Pbt21hZWaU71GDGjBm0adOGmjVr4u/vn6YnQWJiompsvsgd7y3s37cOohBCiLyloaFBixYtaNGiBcvfvGHfvn1s27YNH59N/HF+FXYWFahu/7bIt1J3XLW6/yx1Nl5rC1nDPrOsLUqjBKLj4ylRvGh2e27oaM+tJ8+5cCuQxjWqZbhvSkoKN+7ex9fvIscvXSU8Koryjo5MnDSJ3r174+TklOXrKxQKhg4dypgxY3j69ClWVkX7/7EQImNDhgyhe/fuGU58929JSUl069aNy5cvs3fvXpKTkwkNDQXAxMREVaQPGDAAGxsbvv/+ewBGjBjBL7/8wpgxY/Dy8iI4OJjZs2fz+eefv3ONmzdvsm3bNlXvgYoVK6KhocHq1auxtLQkMDCQ2rVrf/yLF+8lXfGFEKIA0dfXp3v37nTv3p03b97g4+PDtm3b2LdvI3+cX4mdRQVq2DehhkMTTA0t1R03zz1+eQdAuuJnQRkbewCi4opuYe9kWQodbS1OX72RbmGvVCoJevCQYxevcOTiZUJfvsLa2orPhg6ld+/e1KhR46N7Ofbt25eJEyfi7e3NV1999VHnEkLkfykpKWhpZa8U09LSwsws80u6Pn78mD179gBQvXr1NM8dO3aMpk2bAvDw4cM083zY2tpy6NAhxo0bh4uLCzY2NowZM4ZJkyalOYdSqWTo0KEsWLAAfX19IHVW/7Vr1zJq1Cji4+NZvHhxpnsxiexRKGXhZCGEKPCio6P/VeTvJz4+DnuLilQv24TqZRsWme76i/4cz9OoexzYeFbdUQqMoLu38BzfHc+GtahkbaHuOGqz0PcUrxOT+POn79HQ0CAxKQn/oGBO+F/jzLUbPA8Lx9jYmB49etCnTx8aNmyY4xPdeXp6cvToUe7duyeT6AlRiCgUCv5bcrVu3RpHR0dZEo703x+RddJiL4QQhYCBgQE9e/akZ8+eREdHs3fvXrZt28b+/evYfW451qb2VCpdl6p29SlrUQkNDc0Pn7QACot+LjPiZ5G9rQNAkV3L/i1Xexv+8L/F+n2HuP/3U87fDCA6JoYytrb06tefjh070qhRoywvK5UVQ4cOZc2aNRw6dIjWrVvn2nWEEOoTHh7OmTNnOH78OMOHD1d3HFGISIu9EEIUYq9fv8bX15e9e/fy5597efnyBYZ6RjiXrkOVMvWoWNoVPV1DdcfMMZPWdaJB7UZMG/+DuqMUKE26utCsQjlaVcn6+PCCTKlU8iwqmoCnzwl4+oIHr8JJTkmhRvXqdOrcmY4dO+Li4pJnkwkrlUqqV6+Og4MDv//+e55cUwiR+/7dIt25c2cuXLjAwIEDmTlzpkxWjrTY5xRpsRdCiELM0NCQLl260KVLF1JSUvDz82Pv3r38sXsP3odnoKGhSVkLZ5xL16FymTqUNnUs0B8yEpLisbaUifOySkdbh6jYOHXHyBOJScncefGKgCfPCXr+ilevoylWrBjNmzdnVIsWdOzYEQcHB7Vk+/ckek+ePMHaumgMoRGiKNm1a5e6I4hCSlrshRCiiHr06BH79+9n3759HD58hDdvoilpYEoF61pULF2T8tbVKKlfSt0xMy02IZqJazoyedR02n/aVd1xCpT2Hk0wL6ZgcOM66o6S45JTUngcHsnd52Hce5n6SEhMooytLe07dKBdu3Y0bdqU4sWLqzsqAJGRkVhZWfHVV1/JJHpCFBLSIp0xeX9yhrTYCyFEERMREcE333zD/PnzGTp0KEOHDiUhIYHTp0+nFvo++1l39CAAFsalcbCoRnnrav8U+pmfhTev3X8WACAt9tlQwtCIiKjn6o6RI/5byIe8iiAuIQG94sVp2LAhn7VsSbt27ahYsWK+7J1iZGREr169WLlyJZMnT0ZTs3DOhyGEECJnSYu9EEIUMatWrWLYsGG8fPkSY2PjdPd58eIFf/31F8ePH+fokWMEBKauD29pYouDhQvlratT3qoaRvqmeRk9QwcubWDvxbXsXOGLpbl0Yc6Kz7/xJCDoMtM7tVR3lCz7/0L+FfdehnP/ZTjxiYnoFS9Oo0aNaNqsGU2bNsXV1TVXJ77LSefOnaN+/frs379fJtETohCQFumMyfuTM6TFXgghihgfHx/q16//3qIeoFSpUnTr1o1u3boB8Pz58zSF/ukjPgBYmZShnIUL5a2rUc6iMsYG5mprBX0SHoKGhgalTIvukm3ZZVHKikvXE0lOSUEzny+zlpySwqOwSO6+SC3kQ/4p5PX19GjYqBEe/xTyNWvWLDCF/H/VrVsXFxcXVqxYIYW9EIWAnZ1dvuwhlF/Y2dmpO0KhIIW9EEIUIfHx8fj6+vLll19m6Thzc3O6d+9O9+7dAXj27Jmq0D9y+Cinj+wFwEjfBFszJ+xKVcTOvCJ2pSqgX6xEjr+O9LyMfEIpUwvpupwNb5cIjIqNx1g/f4w1h9RZ4iNj43gUFsmjsAgeR0TxICyC+ITUQr5R48YMatq0wBfy/yWT6AlRuISEhKg7gigCpLAXQogi5MSJE7x584Z27dp91HksLCzo0aMHPXr0AFIL/QsXLuDn58f58+c5fX43PhcjUvc1Lo2taQXszCtgV6oipc0c0dHS/diX8o7ImFeUdyyf4+ctCsqULgtAVFycWgv7N/EJPA6P5OGrCB5HRPI44jWRb2IAsDA3p07deni6udGsWTNq1qyJllbh/RjTr18/Jk6cyJo1a2QSPSGEEB9UeH8jCiGEeMe+ffsoXbo0Li4uOXpeCwsL3N3dcXd3B1JbWu/evasq9M+dO8/ei6uJT4hHU0OL0qXKUdrEidKmDliZ2GNlbP/RLfsJybHYWJXJiZdT5DjYpa5fn1dL3imVSiJi4vg7IpK/w6N4Evmap1HRhL2OBsCoRAlq1apFx3r1qF27NrVr18bGxiZPsuUXMomeEEKIrJDCXgghihAfHx/atm2b62P9FAoFjo6OODo60qdPHwASEhK4fv06fn5+qQX/OT/Ond1PcnIyAMaGpbAsaYdlSTusTcpiZVIWK2M7dLU/3IKckpJCQmI8NhYyI3522Fqljm+MjI3P0fMqlUpex8Xz4vUbXrx+w/PX0YRGRfMk8jXR/9xEMDE2pmbNmrRzdaVGjRq4urri6Ogo41GBYcOGsWbNGnx9fWWsvRBCiAxJYS+EEEVEcHAwwcHBzJ8/Xy3X19HRwdXVFVdXV0aMGAGkjvm/ffs2N2/e5MaNG1y/foPr1/w5fuN31Qy5pUpaY2lkh6WxPdYm9piXtKVUCWv0dA1V5375+gnJKcmy1F02aWhooK2lle0W+/jEJF5Gv+H5PwX8i9fRvIqJ48XraGLjE1TXKGNbmmp1G9C3Zk1q1KhBjRo1sLGxURXxMTExXLt2jfLlZUgFQJ06dXBxcWH58uVS2AshhMiQFPZCCFFE+Pj4oKurS4sWLdQdRUVXV5eqVatStWrVNNtjYmIICAjgxo0bqsf1ayfxvbJFtY+BnhGlSlhhom9FQlJqS3NEVARPnj3G3NQCLa3CMZFaXtHR1iUq7v0t9knJKUTExqpa31+8jublm1heRscQHv1GtZ+piQlOFSrwibMzTk5OVKhQAScnJxwcHNDVzXhuhWPHjtG+fXueP3+OmZlZjr22gkom0RNCCJFZso69EEIUEZ9++imampocOHBA3VGyLTIykjt37nD37l3u3LmT+gi+Q2BgIOER4SQlJQH8s+ydORalrLEws8LK3AbLUlZYmqd+bVTCGEODEmhpyv1tpVJJTFwMvUa0pbgigSZO5YiIiSMyNpaI2DhexycSGRunmsQOUm/IlHd0oKJzJVXhXqFCBcqXL4+JiUm2s9y+fZsKFSpw8OBBWrZsmRMvr8CLjIzEysqKL7/8kq+//lrdcYQQ2WBvb8+DBw/UHaPAsbOzkxUFskAKeyGEKAJev36NqakpP/74I15eXuqOkytiY2N59OgRDx48ICQkhAcPHqj+HhISwpMnT0hJSUlzjKGBIUaGJSlhWBJD/RKUMCyJ0T8PQwMjjAyNMCpRkhIGRqrn9PUM8uX4b6VSSUJiAnFxscTGx/zzZyxxcbG8jo7iVcRLwiNe8SriJWHhLwmPekVYxCtehb0gLj5tF3yjEiWwsbbG1s6OMmXKULp0aUqXLo2trS1OTk7Y2tqikQvr3aekpFCyZEmmTJnClClTcvz8BZWnpydHjx7l7t27MomeEAWQQqFASq6sk/cta6SwF0KIImDXrl106dKFO3fu4ODgoO44apGYmMjff//No0ePePXqFa9evSIsLEz1d9Xj5StehaU+l5CQ8M55NDU1/ynyjVQ3BHR1iqGtpY22ljZa2tqqv2tra6OlpY2Otg5aWtpoKDT+uSmgQENDgQJF6teK1D81/vl7YmICsXExxMbFpinQY+NjiYuPJS4u5l9/jyU2LpbYuBjVRITp0dTUpFSpUlhaWGJhaYmVlSWWlpZYWFio/jQ2NsbR0REDA4Nc/E5krGnTppiZmbFjxw61Zchvzp8/T7169di3bx9t2rRRdxwhRBZJgZo98r5ljRT2QghRBAwePJhTp04RGBio7igFhlKpJCYmJt0bAP/+OiwsjLi4OOLj40lISCAhPiH1z4QE4hP+2ZaQSEJ8PCnKFJRKJUqlkpSU9P8OoK2tjZ6ePgYG+ujr6aOvr4++gT4G+gapfxoYpG77z+N920uWLImZmVmutLLntPHjx/P7779z//59dUfJN5RKJdWrV6dcuXLs2rVL3XGEEFkkBWr2yPuWNTK4UAghCjmlUsm+ffvo3bu3uqMUKAqFQlUYlylTJs+uq1Qq82VX/7zi6urKTz/9xKtXrzA1NVV3nHxBoVAwbNgwPv/8c5lETwghRLry/617IYQQH+XKlSs8ffqUdu3aqTtKkTZnzhwePXr0wf2KclEPqYU9wOXLl9WcJH/p27cvOjo6eHt7qzuKECIHeHh4oPhnGJZCocDU1JTWrVtz7dq1NPu9ff7cuXNptsfHx2NqaopCoeD48ePcvn0bPT09Nm/enGa/lJQUGjRoQOfOndPNcfz4cTp27IiVlRX6+vpUr16dTZs2fTD/7du36dixI2ZmZpQoUQI3NzeOHTumej4sLIz27dtjYGBAzZo1uXr1aprjR44cyY8//vjB64jMk8JeCCEKOR8fHwwNDWnYsKG6oxRZSUlJTJkyhSNHjqg7Sr5Xvnx5DA0NuXTpkrqj5CtGRkb06tWLVatWZTiXghCi4GjdujVPnz7l6dOnHDlyBC0tLdzd3d/Zz9bWljVr1qTZtmvXrjTzoTg5OTFnzhy8vLx4+vSpavuPP/7InTt3WL58eboZzpw5g4uLCzt37uTatWt4enoyYMAA/vzzzwyzt2vXjqSkJI4ePcqlS5eoXr067u7uhIaGAjBr1ixev37N5cuXadKkCYMHD1Yde/bsWfz8/Bg7duwH3yOReVLYCyFEIefj40PLli3R0dFRd5Qi6+0yfFpaMgLuQzQ0NKhRo4YU9ukYNmwYDx484NChQ+qOIoTIAbq6ulhapk5kWr16dSZNmsSjR4948eJFmv0GDhzI1q1biY2NVW3z9vZm4MCBafbz8vKievXqDBkyBIDAwECmTp3KihUrMDc3TzfDl19+yYwZM2jQoAEODg58/vnntG7dOsP5PF6+fMmdO3eYPHkyLi4ulC9fnjlz5hATE8PNmzcBCAgIoFevXjg5OTF06FBu3boFpE5kO2LECH799VdZ5SOHSWEvhBCF2IsXLzh//rx0w1czKeyzxtXVVQr7dNSpUwcXFxdWrFih7ihCiBwWHR3Npk2bcHR0fGd+EVdXV8qWLcvOnTsBePToESdOnKB///5p9lMoFKxZs4aTJ0+ycuVKPDw86NmzJ506dcpSlsjISExMTN77vKmpKc7Ozqxfv543b96QlJTE8uXLsbCwUA2nqlatGkePHiUpKYmDBw/i4uICwNy5c2natCm1atXKUibxYfIJQwghCrEDBw6gVCpliSw1e1vYS+tE5tSqVYsFCxYQFhaW4YfLoubfk+g9evRIJtETIh/LzM/7vXv3qrrTv3nzBisrK/bu3ZvuCiaDBg3C29ubfv36sWbNGtq2bUupUqXe2a9MmTIsXLiQwYMHY2Njw8GDB7OUe8eOHVy4cOG9Xfch9WeRr68vHTt2xNDQEA0NDSwsLDhw4AAlS5YEYPLkyYwYMQIHBwfs7e1ZvXo1wcHBrF+/nrNnzzJ8+HAOHTpErVq1WLlyJUZGRlnKKd4lhb0QQhRiPj4+uLq6Ymlpqe4oRdrbMdHSYp85/55A75NPPlFzmvylb9++TJw4MU9XahBCZI22tjZ//fUX9evXz3C/Zs2asWzZMiB1srmlS5fSpk0b/Pz8sLOzS7Nvv379mDx5Mvfu3WPt2rUsWrTovecdNGgQ33zzDZ9//nmWCubjx4/j4eHBypUrqVy58nv3UyqVjBw5EnNzc06ePEnx4sVZtWoV7u7uXLhwASsrK4yMjN6ZyK958+b88MMPbNq0iXv37hEUFMSQIUOYPn26TKSXA+QThhBCFFJvu799/vnn6o5S5ElX/Kz59wR6UtinZWRkxOHDhwkKClJ3FCHEe+jq6lK9evUP7qevr4+jo6Pqa1dXV4yMjFi5ciUzZ85Ms6+pqSnu7u589tlnxMXF0aZNG16/fv3ec2tpaWXpd85ff/1F+/bt+emnnxgwYECG+x49epS9e/cSHh5OiRIlAFi6dCm+vr6sW7eOyZMnv3OMt7c3JUuWpGPHjnTp0oVOnTqhra1N9+7dmTp1aqZzivcr0J8w7O3tefDggbpj5Co7OztCQkLUHUMIUQCdPXuWiIgIGV+fD0hhnzUygV7G6tev/8GWQCFEwaNQKNDQ0EgzSd6/eXp60rZtWyZNmpSjQ7uOHz+Ou7s7c+fOZejQoR/cPyYmBuCdIQMaGhqkpKS8s/+LFy+YMWMGp06dAlJ7sSUmJgKpk+nJSh85o0B/wnjw4AFKpVLdMXJVUV/PWAiRfT4+Ppibm8sENfmAjLHPOldXV3bv3q3uGEIIkWvi4+NVy8OFh4ezePFioqOjad++fbr7t27dmhcvXqhayXPC8ePHadeuHWPGjKFr166qPDo6Oqo5Tvz8/BgwYABHjhzBxsaG+vXrY2xszMCBA5k6dSrFixdn5cqV3L9/P93GhDFjxjB+/HhsbGwAcHNzY8OGDbRs2ZIVK1bg5uaWY6+nKJNZ8YUQopDy8fGhTZs26U7CI/KWjLHPOldXV+7fv09YWJi6owghRK44cOAAVlZWWFlZUbduXS5cuMBvv/1G06ZN091foVBgZmaWo8vXrl27lpiYGL7//ntVFisrK7p06aLaJyYmhqCgIFUru5mZGQcOHCA6OprmzZtTq1YtTp06xR9//EG1atXSnP/gwYPcvXuXkSNHqraNHj2acuXKUbduXRISEvj2229z7PUUZQplAW7yVigURaLFvrC/RiFEznv48CF2dnZs376d7t27qztOkXf79m0qVKjAX3/9RePGjdUdp0AIDAzE2dkZX19fGWcvhCjQ5PN89sj7ljXSjCOEEIWQj48PWlpatGzZUt1RBDLGPjucnJwwMDCQcfZCCCFEJhSqwl6hUGT48PDw+OA5vv/+exQKBWPHjv3gvkuWLMHZ2ZnixYtToUIF1q9fn+Z5X19fnJycMDIyYuDAgSQkJKiei4yMxMnJiYcPH2b1ZQohxAf5+PjQsGFDWRc2n5Ax9lknE+gJIYQQmVeoCvunT5+qHgsXLqREiRJptv38888ZHn/hwgVWrFiBi4vLB6+1bNkypkyZwrRp07h58ybfffcdo0aN4s8//wQgJSWFvn37Mnz4cM6cOYOfnx8rV65UHT9p0iSGDx8u69AKIXJcbGwsR48epW3btuqOIv4hY+yzx9XVVQp7IYQQIhMK1ScMS0tL1d+NjIxQKBRptmUkOjqavn37prtuZHo2bNjAsGHD6NmzJwDlypXj3LlzzJ07l/bt2/Py5UtevHjByJEjKVasGB06dODWrVsAnD59mosXL7JkyZJsvEohhMjYsWPHiI2NlWXu8hHpip89rq6uLFy4kPDwcIyNjdUdRwghhMi3ClWL/ccYNWoU7dq1y/QEPfHx8RQrVizNtuLFi+Pn50diYiKlSpXCysqKQ4cOERsby8mTJ3FxcSEhIYERI0bw66+/SpdMIUSu2LdvH/b29jg7O6s7iviHFPbZ4+rqCsDly5fVnEQIIYTI3+QTBrB161YuX77MhQsXMn1Mq1atWLVqFZ06daJmzZpcunQJb29vEhMTefnyJVZWVmzfvp1x48YxZswY2rZti6enJ99//z0tWrSgePHiuLm58fLlS7y8vBg9enSG11MqlaolJoQQ4n2USiU+Pj60a9cOhUKh7jjiHzLGPnucnJzQ19fn0qVLtGjRQt1xhBBCiHyryBf2jx49YsyYMRw6dOidFviMfPPNN4SGhlKvXj2USiUWFhZ4eHgwb9481Qe3hg0bprlZcPv2bTZs2IC/vz+NGzdm7NixtG7dmipVqtC4ceMMx/aPHDmSX3/9NfsvVAhRpLi7u6s7gvgXGWOfPZqamjKBnhCiwNPV1ZWb7dlgZ2en7ggFSpH/hHHp0iWeP3+u6u4HqR/ATpw4weLFi4mPj0+3haV48eJ4e3uzfPlynj17hpWVFStWrMDQ0BAzM7N39lcqlQwdOpQff/yRlJQU/P396datG3p6ejRp0oS//vorw8L+f//7Hw0aNMiZFy2EKNT09PRkmbt8RrriZ1+tWrVUE9MKIURBFB8fL+uxZ5KsXZ99Rf4TRosWLbh+/XqabYMGDaJixYpMmjTpg90mtbW1KV26NJDapd/d3R0NjXenLli9ejWmpqZ06NCB8PBwAFXX+sTERFVrzvuUL1+e8uXLZ/p1CSGEyD+ksM++txPoRUREULJkSXXHEUIIIfKlIj95nqGhIVWqVEnz0NfXx9TUlCpVqqj2mzJlCgMGDFB9ffv2bTZu3EhwcDB+fn706tWLGzduMHv27Heu8fz5c2bOnMmiRYsAMDY2xtnZmYULF3L27FmOHDkirfFCCFGIvb15K2Pss04m0BNCFDYKhSLDh4eHh2rfY8eO4e7uTqlSpShWrBgODg707NmTEydOEBIS8sFzTZs2Ld0M06ZNo2LFiujr62NsbMwnn3zC+fPnP5h9586dVKpUCV1dXSpVqsSuXbvSPL9p0yZsbW0xMTFh4sSJaZ4LCQnBycmJqKioLL9n4sOKfGGfWU+fPuXhw4eqr5OTk/nxxx+pVq0an376KXFxcZw5cwZ7e/t3jh0zZgwTJkzAxsZGtW3t2rWqFv6JEydSp06dvHgZQggh1EBa7LPv3xPoCSFEYfD06VPVY+HChZQoUSLNtp9//hmApUuX0qJFC0xNTdm2bRsBAQFs2LCBBg0aMG7cOGxtbdMcN378eCpXrpxm24QJE9LN4OTkxOLFi7l+/TqnTp3C3t6eli1b8uLFi/fmPnv2LD179qR///5cvXqV/v3706NHD9UNgZcvXzJ48GDmz5/PwYMHWbduHT4+PqrjR4wYwZw5cyhRokQOvpviLYUyjwcx2Nvb8+DBg7y8ZIGmq6tLXFycumMIIYT4CDt37qRbt26EhYXJeuzZ0KhRI2xsbNi6dau6owghRJZlNG587dq1jB07loiIiDTbHz58iKOjI6NHj+ann3565zilUvnOhHzTpk1j9+7dXLlyJcsZo6KiMDIy4vDhw+9dhaRnz55ERUWxf/9+1bbWrVtjbGzMli1b8PPzo0OHDoSGhqr2r1WrFhMnTmTz5s1s27aNP/74I8McMsY++/K8xf7BgwcolUp5ZPIRHx+f198iIYQQOUxa7D+Oq6urtNgLIYqUnTt3kpiYyBdffJHu8zk5y35CQgIrVqzAyMiIatWqvXe/s2fPvjM5b6tWrThz5gyQOidYTEwM/v7+hIWFceHCBVxcXAgLC2Pq1KksXrw4xzKLd8knDCGEECKXyRj7j+Pq6srPP/9MaGiodOEUQuR7GhoaWVpGOz23b9+mRIkSWFpaqrbt3LmTgQMHqr4+e/YsVatWzfY19u7dS69evYiJicHKygpfX990V/d6KzQ0FAsLizTbLCwsVC30xsbGrFu3jgEDBhAbG8uAAQNo1aoVnp6eeHl5cf/+fTp06EBiYiLTpk2jW7du2c4u3iWFvRBCCJHLpMX+49SuXRsAKysrNScRQogP09TU5Pjx4zRs2PCjzvPfVvlWrVpx5coV/v77b5o2bfrBVbU+pFmzZly5coWXL1+ycuVK1Xh5c3PzTGf675CAzp0707lzZ9XXx48f5/r16yxevBhHR0e2bNmCpaUlderUoXHjxhleS2SNfMIQQgghcpkU9h+nYsWK7N+/n7CwMHVHEUKID9LV1VXdkMyu8uXLExkZSWhoqKrV3sDAAEdHxxz7XaKvr4+joyOOjo7Uq1eP8uXLs3r1aqZMmZLu/paWlqrW+beeP3/+Tiv+W/Hx8YwcOZKNGzdy584dkpKSaNKkCZA6ed/58+dp3759jrwWIYW9EEIIkeuSkpJQKBRoaMhiNNnVunVrdUcQQog8061bNyZPnszcuXNZsGBBnlzzQ/N71a9fH19fX8aNG6fadujQofcu2z1jxgzatGlDzZo18ff3V93kBkhMTPzoHgcirXzzCSM0NBQvLy/KlSuHrq4utra2tG/fniNHjqj2sbe3V63JqKenR5UqVVi+fLnq+bVr16ZZt9HAwABXV1d+//33DK996tQp3NzcMDU1pXjx4lSsWPGD/4H+e61/P54/fw6krtXYuHFjDAwMaNKkyTurAbRr146dO3dm9a0SQghRwCQnJ8v4eiGEEJlWpkwZfvzxR37++WcGDhzIsWPHCAkJ4fLlyyxatAjI/rwtb9684csvv+TcuXM8ePCAy5cvM3jwYB4/fkz37t1V+w0YMCBN6/2YMWM4dOgQc+fOJTAwkLlz53L48GHGjh37zjVu3rzJtm3bmD59OpDa80pDQ4PVq1fj4+NDYGDgR/dqEGnlixb7kJAQ3NzcKFmyJPPmzcPFxYXExEQOHjzIqFGjCAwMVO07ffp0hgwZQnR0NGvXrmX48OGULFmSnj17AlCiRAmCgoIAeP36NWvWrKFHjx7cvHmTChUqpHt9fX19Ro8ejYuLC/r6+pw6dYphw4ahr6/P0KFD0z2mZ8+e77QeeHh4EBcXpxorMn78eGxsbFi9ejVff/01EyZM4LfffgNg69ataGpq0rVr149784QQQuR7SUlJ0g1fCCFElnh5eeHs7MxPP/1Et27diIqKwtTUlPr163PgwIFsT5ynqalJYGAg69at4+XLl5iamlK7dm1OnjxJ5cqVVfs9fPgwTU+zBg0asHXrVr7++mu++eYbHBwc2LZtG3Xr1k1zfqVSydChQ1mwYAH6+voAFC9enLVr1zJq1Cji4+NZvHgxNjY22cov0pfn69intzZh27ZtuXbtGkFBQapv/lsRERGULFkSSG2xHzt2bJq7Qk5OTri6urJly5Z014FMSUmhWLFibNq0Kc0dqA/p0qUL+vr6bNiwIVP7v3jxQlXE9+/fH4BKlSrx008/0bp1a/bv38+ECRO4efMmERER1KpVi6NHj1KmTJkMzytrOQohRMG3YMECpk6dyuvXr9UdRQghRB6Tz/OZJ+9V9qm9K35YWBgHDhxg1KhR7xT1gKqof59ixYqRmJiY7nPJycmsW7cOgJo1a2Y6k7+/P2fOnFFN7pAZ69evR09PL82yDdWqVePw4cOkpKRw6NAhXFxcAJgwYQKjR4/+YFEvhBCicJAWeyGEEELkJrV/yrhz5w5KpZKKFStm6bikpCQ2btzI9evXGTFihGp7ZGQkBgYGAMTGxqKtrc2KFStwcHD44DlLly7NixcvSEpKYtq0aQwePDjTeby9venTpw/FixdXbZs/fz7Dhg3D3t4eFxcXli9fzokTJ7h69Srz5s2jR48eXLx4kZYtW7Jo0SJ0dHTee/4NGzaouvELIYQoWIKDg2WMvRBCCCFyjdoL+7ddLf67JuL7TJo0ia+//pr4+Hh0dHSYOHEiw4YNUz1vaGjI5cuXAYiJieHw4cMMGzYMU1PTDy6ncPLkSaKjozl37hyTJ0/G0dGR3r17fzDT2bNnuXXrFuvXr0+z3cbGhr1796q+jo+Pp1WrVqxfv56ZM2diaGhIUFAQrVu3Zvny5Xh5eWXqPRBCCFGwlC9fnl69eqk7hhBCCCEKKbWPsQ8LC8PMzIxZs2a9d83Et+zt7enXrx8eHh7o6elhZWWV5oZAemPsIXWJnOjoaE6dOpXpnDNnzmTDhg2qifgy8tlnn3H58mX8/f0z3G/q1KlER0fz008/UbNmTWbOnEnbtm1ZsmQJR48eTXeGfBlnIoQQQgghRMEln+czT96r7FP7GHsTExNatWrFkiVLePPmzTvP/7dINzMzw9HREWtr60y38mtqahIbG5ulXB9ax/Gt6Ohotm/fzmeffZbhfgEBAWzZskW15ENycrJqbgBZx1EIIYQQQgghRHapvbAHWLp0KcnJydSpU4edO3cSHBxMQEAAixYton79+lk6l1KpJDQ0lNDQUO7fv8+KFSs4ePAgHTt2fO8xS5Ys4c8//yQ4OJjg4GDWrFnD/Pnz6devn2qfXbt2pTsPwLZt20hKSqJv374ZZnq75MPb8f9ubm6sXLmSgIAA1q9fj5ubW5ZepxBCCCGEEEIIAflgjD1A2bJluXz5MrNmzWL8+PE8ffqUUqVK4erqyrJly7J0rqioKKysrADQ1dXFzs6O6dOnM2nSpPcek5KSwpQpU7h//z5aWlo4ODgwZ86cNGP3IyMj0+2Wv3r1arp06YKxsfF7z79ixQosLCxwd3dXbZs2bRp9+vShbt26tG7dmlGjRmXpdQohhBBCCCHyPzs7u0z3NC7q7Ozs1B2hwFL7GHuRMXm/hBBCCCGEEEJkJF90xRdCCCGEEEIIIUT2SGEvhBBCCCGEEEIUYFLYCyGEEEIIIYQQBZgU9kIIIYQQQgghRAEmhb0QQgghhBBCCFGA5flyd7LcQ9bIkg9CCCGEEEIIITKS58vdCSGEEEIIIYQQIudIV3whhBBCCCGEEKIAk8JeCCGEEEIIIYQowKSwF0IIIYQQQgghCjAp7IUQQgghhBBCiALs/wBkwJqBF6QO9gAAAABJRU5ErkJggg==",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='NCO MinRisk',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=8,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting Risk Contribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk contribution per asset\n",
    "\n",
    "mu = Y.mean()\n",
    "cov = Y.cov() # Covariance matrix\n",
    "returns = Y # Returns of the assets\n",
    "\n",
    "ax = rp.plot_risk_con(w=w,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=0.05,\n",
    "                      color=\"tab:blue\",\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      t_factor=252,\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating NCO Portfolio with Constraints\n",
    "\n",
    "This is a modification of NCO based on the model proposed by Johann Pfitzinger & Nico Katzke (2019).\n",
    "\n",
    "### 3.1 Building the NCO portfolio constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disabled</th>\n",
       "      <th>Type</th>\n",
       "      <th>Set</th>\n",
       "      <th>Position</th>\n",
       "      <th>Sign</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>Assets</td>\n",
       "      <td></td>\n",
       "      <td>HPQ</td>\n",
       "      <td>&gt;=</td>\n",
       "      <td>1.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>Assets</td>\n",
       "      <td></td>\n",
       "      <td>PSA</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>5.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>All Assets</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>6.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>Each asset in a class</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Financials</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>4.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>Each asset in a class</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>2.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Disabled                   Type       Set                Position Sign  \\\n",
       "0     False                 Assets                               HPQ   >=   \n",
       "1     False                 Assets                               PSA   <=   \n",
       "2     False             All Assets                                     <=   \n",
       "3     False  Each asset in a class  Industry              Financials   <=   \n",
       "4     False  Each asset in a class  Industry  Information Technology   <=   \n",
       "\n",
       "   Weight  \n",
       "0 1.0000%  \n",
       "1 5.0000%  \n",
       "2 6.0000%  \n",
       "3 4.0000%  \n",
       "4 2.0000%  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_classes = {'Assets': ['JCI','TGT','CMCSA','CPB','MO','APA','MMC','JPM',\n",
    "                            'ZION','PSA','BAX','BMY','LUV','PCAR','TXT','TMO',\n",
    "                            'DE','MSFT','HPQ','SEE','VZ','CNP','NI','T','BA'], \n",
    "                 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n",
    "                              'Consumer Discretionary', 'Consumer Staples',\n",
    "                              'Consumer Staples','Energy','Financials',\n",
    "                              'Financials','Financials','Financials',\n",
    "                              'Health Care','Health Care','Industrials','Industrials',\n",
    "                              'Industrials','Health care','Industrials',\n",
    "                              'Information Technology','Information Technology',\n",
    "                              'Materials','Telecommunications Services','Utilities',\n",
    "                              'Utilities','Telecommunications Services','Financials']}\n",
    "\n",
    "asset_classes = pd.DataFrame(asset_classes)\n",
    "asset_classes = asset_classes.sort_values(by=['Assets'])\n",
    "\n",
    "constraints = {'Disabled': [False, False, False, False, False],\n",
    "               'Type': ['Assets', 'Assets', 'All Assets', \n",
    "                        'Each asset in a class', 'Each asset in a class'],\n",
    "               'Set': ['', '', '','Industry', 'Industry'],\n",
    "               'Position': ['HPQ', 'PSA', '', 'Financials', 'Information Technology'],\n",
    "               'Sign': ['>=', '<=', '<=', '<=', '<='],\n",
    "               'Weight': [0.01, 0.05, 0.06, 0.04, 0.02]}\n",
    "\n",
    "constraints = pd.DataFrame(constraints)\n",
    "\n",
    "display(constraints)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Calculating the NCO portfolio with constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>0.0000%</td>\n",
       "      <td>3.3667%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>2.1997%</td>\n",
       "      <td>1.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>0.5722%</td>\n",
       "      <td>4.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>3.1873%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>0.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 0.0000% 3.3667% 6.0000% 6.0000% 6.0000% 6.0000% 6.0000% 2.1997%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 1.0000% 6.0000%  ... 6.0000% 0.5722% 4.0000% 6.0000% 6.0000% 6.0000%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 3.1873% 0.0000% 6.0000% 0.0000%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Estimate optimal portfolio with constraints:\n",
    "\n",
    "w_max, w_min = rp.hrp_constraints(constraints, asset_classes)\n",
    "\n",
    "port.w_max = w_max\n",
    "port.w_min = w_min\n",
    "\n",
    "w_1 = port.optimization(model=model,\n",
    "                        codependence=codependence,\n",
    "                        method_cov=method_cov,\n",
    "                        obj=obj,\n",
    "                        rm=rm,\n",
    "                        rf=rf,\n",
    "                        l=l,\n",
    "                        linkage=linkage,\n",
    "                        max_k=max_k,\n",
    "                        leaf_order=leaf_order)\n",
    "\n",
    "display(w_1.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio with constraints\n",
    "\n",
    "ax = rp.plot_pie(w=w_1,\n",
    "                 title='NCO MinRisk with Constraints',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=8,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Plotting Risk Contribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk contribution per asset\n",
    "\n",
    "mu = Y.mean()\n",
    "cov = Y.cov() # Covariance matrix\n",
    "returns = Y # Returns of the assets\n",
    "\n",
    "ax = rp.plot_risk_con(w=w_1,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=0.05,\n",
    "                      color=\"tab:blue\",\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      t_factor=252,\n",
    "                      ax=None)"
   ]
  }
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